University of Toronto ECE2T2 Class Profile
Number of Respondents: 52

Welcome to the University of Toronto ECE2T2 Class Profile -- Inspired by Waterloo Software Engineering 2021 Class Profile. We come here to give you all the deets, all the information on our graduating class: their passions, compassions, and the future they have built in their times at UofT.

Let's find out about who these 52 people of University of Toronto ECE2T2 are, and where they be at!

Class Profile¶

What Program Were You in First Year?¶

Computer21 (38.9%)TrackOne19 (35.2%)Electrical 10 (18.5%)Chem2 (3.7%)Min1 (1.85%)EngSci1 (1.85%)

What Program Are You in Now?¶

Computer47 (87%)Electrical7 (13%)

What 2 Areas Did You Specialize In?¶

Area 5 + Area 639 (72.2%)Area 4 + Area 610 (18.5%)Area 4 + Area 51 (1.85%)Area 3 + Area 51 (1.85%)Area 3 + Area 41 (1.85%)Area 2 + Area 31 (1.85%)Area 1 + Area 41 (1.85%)

Exchange Information¶

Other Profile Information (Gender, Sexual Orientation, Domestic/International, Ethnicities)¶

noDid not wish to discloseAnswer53 (98.15%)1 (1.85%)Number ofStudentsDo you identify as Indigenous,that is, First Nations,Metis, or Inuk (Inuit)?

Location Profile!¶

Childhood, Sweet Childhood~¶

Where did 4th Year ECEs attend high school?

10257181

Where are their homes?

118116132411111

Family Info!¶

Who are the proud parents?

Education Level of Parents¶

21 (38.89%)12 (22.22%)8 (14.81%)8 (14.81%)3 (5.56%)2 (3.70%)Education Level of ParentsBachelors DegreeMasters DegreeDoctoral DegreeCollege DiplomaDid not sayHigh School Diploma

Family Income Before UofT¶

21 (38.89%)21 (38.89%)1 (1.85%)5 (9.26%)5 (9.26%)1 (1.85%)Did not wish to disclose$373,894 and up32,048 or less

Language Spoken at Home?¶

We are a diverse group, UofT ECEs!

EnglishDid not specifyEnglish, BengaliEnglish, ChineseKorean, EnglishPunjabiPortugueseGuajaratiTamilBengali and English Answer11 (20.37%)6 (11.11%)4 (7.41%)2 (3.7%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)Number of StudentsTop 10 Language Combos

How Many Percentage of ECE2T2 Students Share the Same Religion as Their Parents?¶

yes64.8%no35.2%

What are the Religious Pairings if Child and Parent Share Different Religions? Same Religions?¶

Religious Pairing is written in the format of student_religion, parent_reigion

4 (7.41%)10 (18.52%)2 (3.70%)3 (5.56%)2 (3.70%)6 (11.11%)5 (9.26%)1 (1.85%)2 (3.70%)0246810Protestant ChristianityIslamJudaismAtheistNo Religious AffiliationHinduismRoman CatholicSikhismBuddismSame ReligionSame Religion▲

How Many Siblings Do You Have?¶

9 (16.67%)30 (55.56%)8 (14.81%)2 (3.70%)2 (3.70%)2 (3.70%)1 (1.85%)012345 or moreDid not wish to disclose

Professional Profile¶

The careers we ECE2T2s lived as we chased after our boundless dreams

Did You Participate in An Enriched Program in High School?¶

No55.6%IB20.4%AP20.4%TOPS3.7%

In What Year did ECE2T2s Start Their University Studies?¶

2492−762−761−760−759−758−757−756−755−754−753−752−751−750−749−748−747−746−745−744−743−742−741−740−739−738−737−736−735−734−733−732−731−730−729−728−727−726−725−724−723−722−721−720−719−718−717−716−715−714−713−712−711−710−709−708−707−706−705−704−703−702−701−700−699−698−697−696−695−694−693−692−691−690−689−688−687−686−685−684−683−682−681−680−679−678−677−676−675−674−673−672−671−670−669−668−667−666−665−664−663−662−661−660−659−658−657−656−655−654−653−652−651−650−649−648−647−646−645−644−643−642−641−640−639−638−637−636−635−634−633−632−631−630−629−628−627−626−625−624−623−622−621−620−619−618−617−616−615−614−613−612−611−610−609−608−607−606−605−604−603−602−601−600−599−598−597−596−595−594−593−592−591−590−589−588−587−586−585−584−583−582−581−580−579−578−577−576−575−574−573−572−571−570−569−568−567−566−565−564−563−562−561−560−559−558−557−556−555−554−553−552−551−550−549−548−547−546−545−544−543−542−541−540−539−538−537−536−535−534−533−532−531−530−529−528−527−526−525−524−523−522−521−520−519−518−517−516−515−514−513−512−511−510−509−508−507−506−505−504−503−502−501−500−499−498−497−496−495−494−493−492−491−490−489−488−487−486−485−484−483−482−481−480−479−478−477−476−475−474−473−472−471−470−469−468−467−466−465−464−463−462−461−460−459−458−457−456−455−454−453−452−451−450−449−448−447−446−445−444−443−442−441−440−439−438−437−436−435−434−433−432−431−430−429−428−427−426−425−424−423−422−421−420−419−418−417−416−415−414−413−412−411−410−409−408−407−406−405−404−403−402−401−400−399−398−397−396−395−394−393−392−391−390−389−388−387−386−385−384−383−382−381−380−379−378−377−376−375−374−373−372−371−370−369−368−367−366−365−364−363−362−361−360−359−358−357−356−355−354−353−352−351−350−349−348−347−346−345−344−343−342−341−340−339−338−337−336−335−334−333−332−331−330−329−328−327−326−325−324−323−322−321−320−319−318−317−316−315−314−313−312−311−310−309−308−307−306−305−304−303−302−301−300−299−298−297−296−295−294−293−292−291−290−289−288−287−286−285−284−283−282−281−280−279−278−277−276−275−274−273−272−271−270−269−268−267−266−265−264−263−262−261−260−259−258−257−256−255−254−253−252−251−250−249−248−247−246−245−244−243−242−241−240−239−238−237−236−235−234−233−232−231−230−229−228−227−226−225−224−223−222−221−220−219−218−217−216−215−214−213−212−211−210−209−208−207−206−205−204−203−202−201−200−199−198−197−196−195−194−193−192−191−190−189−188−187−186−185−184−183−182−181−180−179−178−177−176−175−174−173−172−171−170−169−168−167−166−165−164−163−162−161−160−159−158−157−156−155−154−153−152−151−150−149−148−147−146−145−144−143−142−141−140−139−138−137−136−135−134−133−132−131−130−129−128−127−126−125−124−123−122−121−120−119−118−117−116−115−114−113−112−111−110−109−108−107−106−105−104−103−102−101−100−99−98−97−96−95−94−93−92−91−90−89−88−87−86−85−84−83−82−81−80−79−78−77−76−75−74−73−72−71−70−69−68−67−66−65−64−63−62−61−60−59−58−57−56−55−54−53−52−51−50−49−48−47−46−45−44−43−42−41−40−39−38−37−36−35−34−33−32−31−30−29−28−27−26−25−24−23−22−21−20−19−18−17−16−15−14−13−12−11−10−9−8−7−6−5−4−3−2−101234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372381 person did not answer

What was your dream career as a kid?¶

No answerDoctorScientistEngineerEntrepreneur in technology industryArtist Video Game Developer ArchitectNothingastronautHockey playerAstronaut athletei don't rememberPhysists or chefChefscientistNonefootball playerflight attendentEngineeringNo dream careerAviation Marine BiologistFire fighterAirplane pilotAstronautVideo Game DesignerAuthorRoboticistsBusinessmanComputer EngineerPilotTo work at googleSoftware EngineerMusic ComposerSomething related to computersArchitect Be an electrical engineer managing the grid 😤teacherAnswer7 (12.96%)6 (11.11%)3 (5.56%)2 (3.7%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)Number of StudentsWhat was your dream career as kid?

The Progression of Your Grades Over 8 Semesters (in %)¶

I took the average percentage scores (%) of ECE2T2s every semester, and plotted their distributions in boxplots.

5060708090100High school admissions average?First-year 1st semester averageFirst-year 2nd semester averageSecond-year first semester averageSecond-year second semester averageThird-year first semester averageThird-year second semester averageFourth-year first semester averagepercentage

What was your CGPA, Cumulative Grade Point Average (% score)?¶

Thoughts and Details on Coursework¶

What were ECE2T2s' favourite courses? What courses did they take? Did they overload courses?

Which term would you consider was the most difficult?¶

40.7%27.8%11.1%5.56%3.7%3.7%3.7%1.85%1.85%second-year second semestersecond-year first semesterthird-year first semesterfourth-year first semesterthird-year second semesterDid not answerfirst-year second-semesterfirst-year first semesterfourth-year second semester

For each semester that ECE2T2s perceived as the hardest semester, how many of them actually scored an average grade lower than their average grade across all University semesters?¶

21 ECE2T2s believed the second year second semester was the hardest semester, yet in second year second semester, 13 of them scored higher than their average grade mark across all University semesters (isLower=False). We can see that in second year first semester, ECE2T2's perceived difficulty of the semester matched with their grades in that semester, as all 12 respondents who answered second year first semester was the hardest semester scored lower that semester than their average grade.

Maybe the reason why a large number of people thought second year second semester was the 'hardest' semester, was because they had to put in extra effort to rebound their GPA from second year first semester, thus ending up with better grades than average? Maybe they found the increased load of project work to be meddlesome, but not complex and still able to score high grades? Just speculation :))

truefalse0510051005100510isLowercountcountcountcountfourth-year first semesterthird-year first semesterthird-year second semestersecond-year first semestersecond-year second semesterfirst-year first semesterfirst-year second-semester

Which term would you consider was the most easy?¶

42.6%14.8%14.8%11.1%5.56%5.56%5.56%fourth-year first semesterfirst-year first semesterfourth-year second semesterthird-year second semestersecond-year first semesterthird-year first semesterDid not answer

We chillin' in 4th Year ;)

For each semester that ECE2T2s perceived as the easiest semester, how many of them actually scored an average grade higher than their average grade across all University semesters?¶

Man some of y'all capping about a semester being easy since your average grades for that semester are lower than your University averages (one of them being me for sure LOL). Kinda interesting that the 4 people who scored a lower grade than their average grade perceived fourth-year first semester and first-year first semester were the easiest. Maybe some of us tend to perceive things as easy in our first and final semesters because we don't give a shit about grades anymore... So even if we get lower than average grades we still think the semesters are easy because... When nothing matters, why would anything be hard? :)))

truefalse05101520051015200510152005101520isHighercountcountcountcountfourth-year first semesterthird-year first semesterthird-year second semestersecond-year first semestersecond-year second semesterfirst-year first semesterfirst-year second-semester

Favourite Profs¶

35.19%14.81%12.96%11.11%7.41%7.41%5.56%5.56%5.56%5.56%Tarek AbdelrahmanStephen BrownCourtney GibsonHamid TimorabadiVaughn BetzCostas SarrisNicholas PapernotRobin SacksLi QianBruno Korst05101520FavProfsnum_students

Favourite/Least Favourite Course in ECE¶

ECE244: Fundamental of Computer ProgrammingECE243: Computer OrganizationECE297: Software Design and CommunicationECE241: Digital logicMAT290: Advanced Engineering MathematicsECE216: Signals and SysemsDid not specifyECE221: ElectromagneticsECE212: CircuitsAnswer15 (27.78%)13 (24.07%)13 (24.07%)4 (7.41%)3 (5.56%)2 (3.7%)2 (3.7%)1 (1.85%)1 (1.85%)Number of StudentsWhat is your favouriterequired coursein ECE?What is your favouriterequired coursein ECE?▲

Which technical electives did you take? (course codes only)¶

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" 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NoAnswerCSC343APS360ECE302CSC317ECE444ECE461ECE345ECE334HPS100Answer17 (31.48%)12 (22.22%)4 (7.41%)2 (3.7%)2 (3.7%)2 (3.7%)2 (3.7%)1 (1.85%)1 (1.85%)1 (1.85%)Number of StudentsTOP 10 technical electives

What Complimentary Studies (CSS)/Humanities & Social Science (HSS) electives & Science/Math courses did you take?¶

No AnswerJRE420TEP444JRE300HPS100JRE410ECO101TEP327LIN200TEP343Answer17 (31.48%)8 (14.81%)5 (9.26%)4 (7.41%)4 (7.41%)3 (5.56%)2 (3.7%)1 (1.85%)1 (1.85%)1 (1.85%)Number of StudentsTop 10 ComplimentaryStudies (CSS)/Humanities& SocialScience (HSS) electivesTop 10 ComplimentaryStudies (CSS)/Humanities& SocialScience (HSS) electives▲

Have you ever take summer courses?¶

27 (50.00%)24 (44.44%)3 (5.56%)yesnoDid not answer0510152025Have you ever take summer courses?count

Have you overloaded (taken 6 or more courses in a semester)?¶

Which terms did you overload?¶

Course Overload Info¶

20 (37.04%)32 (59.26%)2 (3.70%)051015202530yesnoDid not answerHave you ever overloaded (taken 6 or more courses in a semester)?Have you ever overloaded (taken 6 or more courses in a semester)?▲

Failures¶

why you still no doctor la

47 (87.04%)5 (9.26%)2 (3.70%)yesnoToo embarassed to say010203040noyesToo embarassed to sayHave you ever failed a course?Have you ever failed a course?▲

Contentness with UofT Life¶

How satisfied are you with your academic experience at UofT? (Out of 10)¶

7.23 out of 10AverageSample Size: 47
14 (29.79%)14 (29.79%)4 (8.51%)9 (19.15%)2 (4.26%)4 (8.51%)024681012145.06.07.08.09.010.0Contentedness with UofT Academic Experience(Rating out of 10)countRating

How satisfied are you with your student life at UofT?¶

7.17 out of 10AverageSample Size: 47
11 (23.40%)14 (29.79%)5 (10.64%)5 (10.64%)6 (12.77%)2 (4.26%)1 (2.13%)1 (2.13%)1 (2.13%)1 (2.13%)024681012141.02.03.04.05.06.07.08.09.010.0Contentedness with UofT Student Life Experience(Rating out of 10)countRating

Would you choose your same program again?¶

yesnoDid not specifyAnswer37 (68.52%)12 (22.22%)5 (9.26%)Number of StudentsWould you choose yoursame program again?

If you responded no, which program would you have chosen instead?¶

Computer Science41.7%Waterloo16.7%Other discipline at UofT16.7%Indy16.7%Computer8.33%12 respondentstotal

How likely is it you would recommend this department to other prospective students?¶

7.55 out of 10AverageSample Size: 49
14 (28.57%)11 (22.45%)3 (6.12%)5 (10.20%)8 (16.33%)2 (4.08%)5 (10.20%)1 (2.04%)024681012143.04.05.06.07.08.09.010.0Likely to Recommend ECE Program(Rating out of 10)countRating

I developed close friendships within my ECE class¶

4.38 out of 5AverageSample Size: 48
9 (18.75%)6 (12.50%)30 (62.50%)3 (6.25%)0510152025302.03.04.05.0Closeness of Friendships Developed(Rating out of 5)countRating

Overall, my class is tight-knit and friendly with each other¶

3.51 out of 5AverageSample Size: 49
16 (32.65%)11 (22.45%)3 (6.12%)12 (24.49%)7 (14.29%)02468101214161.02.03.04.05.0Tightness and Friendliness of Class(Rating out of 5)countRating

How many close friends would you say you have in the ECE 2T2 cohort?¶

2 (4.17%)4 (8.33%)4 (8.33%)7 (14.58%)11 (22.92%)4 (8.33%)1 (2.08%)11 (22.92%)3 (6.25%)1 (2.08%)012345678100246810Number of Close FriendscountSample Size: 48

How many friends would you say you have in the ECE 2T2 cohort?¶

5 (10.42%)14 (29.17%)6 (12.50%)6 (12.50%)1 (2.08%)1 (2.08%)9 (18.75%)1 (2.08%)1 (2.08%)1 (2.08%)1 (2.08%)1 (2.08%)1 (2.08%)0358101520232530355010002468101214Number of FriendscountSample Size: 48
positive50%somewhat positive22.2%neither postive nor negative7.41%Did not specify7.41%extremely positive7.41%somewhat negative5.56%

ECE Mental Health¶

During your time at UofT, have you experienced any of the following?¶

62.96%62.96%57.41%46.3%24.07%14.81%11.11%9.26%5.56%05101520253035Mental DisorderLow Self-EsteemAnxietyImposter SyndromeDepressionPanic AttacksNone of the aboveADD/ADHDNo answerEating Disorderscount

Which aspects, if any, contributed to your mental health negatively?"¶

72.22%42.59%40.74%27.78%14.81%11.11%5.56%0510152025303540Contributions to Negative Mental HealthSchool AcademicsSocial LifeRelationshipsFamilyOtherNo answerNothing contributed negativelycount

Have you sought out mental health support at the university?¶

no53.7%yes20.4%no, but i wish i had16.7%No answer9.26%

Which mental health supports did you seek out?¶

46.3%35.19%27.78%14.81%12.96%9.26%7.41%5.56%3.7%1.85%0510152025Mental Health ResourcesNo answersupport from friendssupport from familymental health office/therapy at UofTSelf-help books/websites/readingsReligious Communitiestherapy outside UofTRedditOnline communitiesOthercount

Would you attribute changes in your mental health, if any, to your university experiences?¶

3.64 out of 5AverageSample Size: 47
18 (38.30%)4 (8.51%)10 (21.28%)13 (27.66%)2 (4.26%)0510151.02.03.04.05.0Mental Changes due to University Experiences(Rating out of 5)countRating
Unique values ['no' 'yes ' nan]
Number of NA Values: 7
noyes Answer31 (57.41%)16 (29.63%)Number of StudentsDo you think UofT has adequatemental health resourcesfor students?

PEY Profile¶

ECE2T2's PEY Experience

Did you take a course over PEY?¶

no66.7%yes25.9%Did not answer7.41%

What area(s) did you do your PEY Co-op?¶

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" height="420" width="700" x="0" y="0"/>
Backend SWEFull StackHardwareFrontend SWEEmbeddedQ/A TestingDevOpsOtherVSLI SystemsDid not specifyAnswer24 (25.26%)13 (13.68%)11 (11.58%)8 (8.42%)8 (8.42%)7 (7.37%)6 (6.32%)5 (5.26%)3 (3.16%)3 (3.16%)Number of StudentsTop 10 Co-op Areas

Where did you do your PEY-Co-op?¶

Greater Toronto Area and Hamilton Area77.8%Fully Remote7.41%Did not answer5.56%Canada Outside Toronto3.7%USA3.7%Other Ontario1.85%

What was your hourly pay for PEY?¶

Some higher pay values were truncated for box plot aesthetism

2025303540What was your hourly pay for PEY?

Who was your employer?¶

I dropped people who did not answer

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" 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AMDIntelQualcommGeotabIBMHuaweiThomson ReutersGeoTabScotiabankLoblawAnswer8 (16.67%)4 (8.33%)3 (6.25%)3 (6.25%)2 (4.17%)2 (4.17%)2 (4.17%)1 (2.08%)1 (2.08%)1 (2.08%)Number of StudentsTOP 10 Employers

ECE2T2's Ratings of Their Work Experience¶

24681002468101214Rating out of 10count

Out of 10, Did ECE2T2's Think That the Pandemic Affeted Their Job Search for PEY Co-op Negatively?¶

Unique values [ 0.  1.  2.  3.  4.  5.  6.  7.  8. 10. nan]
Number of NA Values: 4
0246810024681012Rating out of 10count

Will ECE2T2's Be Returning to Their Past PEY Employer?¶

noyesDid not answerAnswer35 (64.81%)14 (25.93%)5 (9.26%)Number of Students

After-Grad Life¶

Employment66.7%Seeking Employment24.1%Did not answer3.7%Other1.85%Grad School1.85%Gap Year 1.85%

Will you obtain your Professional Engineering (P.Eng) designation?¶

noyesDid not answerAnswer29 (53.7%)18 (33.33%)7 (12.96%)Number of Students

After-Grad Life: Employment¶

Regardless of your current circumstance, where do you prefer for your Full-Time job to be?¶

No, I'm not the one who answered that I'm making $0 for my role, even though I am technically making $0 too working on this survey, so $0 guy, I appreciate you for standing up to evil corporate power HAHAHAHAHAHAH cuz I, am a victim of it too. I was once too afraid to stand up, but now you have given me voice and reason. I commend you comrade.

What company are you going to for Full-Time Work?¶

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ML3htuAt54zfzY8kwSTmfQU0wxTqLFW/DSPEr5iunnD30YyFC/RGvkOLgNE2ACTCBZCLDgTdBJGBG8h95sEIQoWTxieEXxRkItuyATdIFuuH8U7lGvMGdmjgsrbqhTJNJU34Hm013CZzmFmYIw9fsC6O0IhmBQ30WbZoUJVlHwls8qRPuFHhSU5aCvc0gQnNVzitHfNSzkkqR0msL/BwThXVFTKPx/UfCmZ6UhOz9DEKuZuenIyHZhpH9UEJ1kJHjJI05t5DbYO4ITO5pAYp2MhDVZ96VQnOTy62tVBavIbMH6GTi5u0nQInSpMC3dIVw2pH9fffMcuDIjLyldONaO1oZgLGnNkgqBDXnxLxwP5istLM9BxaxC5Jfl6IavJOgxnfzTPPVXoEOSD7aoGHj3e4CREeC3vwnf3/IVwLr15vcsF7wknGlsmkM0I2Ja3ofWc+hg+HoSIXhpxl/9EqCMEVIjAf6BB1n0mn9CuAcTYAJJSIAFb4IORUvwkme3v2sIDYfbxkWZ6AHVWp4ZD+/l1n6c2tssDEcZIEi0iUai9cTOJuFfN9y9AJQqTWrSvmXTC1C3MnQhh/o2HGrD2IhH8PIuuXrWeFdR8NIPZi0qR1VdMbpa+nF6X7PgHSWxKAp7cS8kAklckomCVxyQBO2ya0OeUBKtJ3dfFD6Wf0Y/I5F7eMs5YW0k0uuWVyErL+iJJc8rebpHBseElHDLrputKDrFddGXA/LQrryhThDcZJRZg/YvimgpMzrTQ2+SRxvCJUW6rCia+OWBzoDEsk0nVjtBj+jkn2ZwEHjsd+H7kIrap/4SzFIgGsXLvu9vzO9bSfC+/BJAcbGiGRG88tCLW24FXnk5fD2JErxqmS3oYh9d8GNjAkyACUxyAix4E3SAanl4pdPPXzsdBeXGvX1GBW9Xcx9O728RBN3qW+bC6YqsBNVypguNJzoEMbfyxnAvrzjP2tvmKfalPSitRRS8UhFLbUmkklilvMPT5wVvg+975bTgabY7bFh/ZzBeVyp4p80twYwFZRGnRZkt+i8HvcNyr/juF0/C5wmmYFLzmJ870oZL53ugFlYg7qt8ZgFqlxu8eQ9APG8S+ST25UahHOTtJs9v5WyF8qsJei5TapqnnwLaL4VvSSo8KXMDZXCQ2spVwJq15jAoCd6WZuD550LjPPhBIDtHe1yp4BXjfuUiOFGCl1ZK1d6o6pvcjIh3cwS5NRNgAkwg4QRY8CYIuVoeXpp+dMgz/sqdxCiJQCMiyKjgpThaEp9FlbkgUa1k5AXd/2rwwtyKG2oFr6doRuYR20j7ioKXQhSkMcLieuauqkbJtGBlHYpdJq8omShOpYJ30aaZyC/Jjlh6W0M3zh8Lihy5qBXXJBXR8gFEjzNVt9yoUM1NHIM8y0ohE2qPD33BoC8adJYk7OVWv/siei4NjHu+E/QYpvY0StkZ5GJN3ia/AHjf+81xURK8bjfwm1+H4m9vvhWo0SnbK11L3Zxg4YeJFLxtrcCzz7DgNfc0cGsmwAQmCQEWvAk6KL0YXnq1TjG84n0VK2N4xdhg8pCSp1TN9r58Gp4xL+pWVKFsRoEpwavUVxS8cu8shW5QTO/CjTNRUBoUsUrxy1LBKw/DEBdHXlLylpLJPdCiWFUKdxD7k3dYzH+sxHxc7JMY1s4SF4ZVDFsorsrDvDXheZep4YHXz2J0yC18Rm3YLCAQjeClac16MJUEL43z5B+Bnp7gRlasBNau096UdL2brgIWL5lYwUv/8aG44tHR8HWb5WPBUfIQTIAJMAGrCbDgtZqoynh6glfsdvitc0J8aWFFLhZcyWSgtkQjnlfqu+u5eiHeVB5LKh9XDA+onlOCmQtD4QNG5lHqKwpeGovGFE0UvNLUa3qCV+0LAIlGEo9kci+suG6jR6wpeO9ZaHSY8XYUq0weZAolmbO6GmkupxC2QT8n43AG00jVOyhdSptdC9x0c3if3z0KDAdDYMbNrKCTC96PfxKgXLxUyeztrcFhXemAtOqZfOWnTwFb3gz99BMPA3b7xApeWs3hQ8CuneGrffBDAOXmZWMCTIAJTGICLHgTdHhGBS/d4G89e9lQeWEjQpS2p+a5lW9dFNtygWpkHqW+VgpeysOrdLlruH8Mh7Y0CFuh2GPxQhn9u7huyqCQV6SfXkleAU86hhGPu5wnZbHY9Xy94hNGe+Hcwhb+8h0/BryzLXxAChGgUAGpbdsKnAiW5B6397wPKAxmBjFkcsH70Y8HSwnLY4TpQhxdjFMyWiutWTRRdE9kSAOthdK30f6kdvudwHTlUChDvLgRE2ACTCAJCLDgTdAhGBW84iUqSmFFF8y0zIgQpf6iR5WyCahlf5AWvZCn6TIyj9hG2tdKwUv5dimtmdzoy4GY5ksthjfN5cCa2+ZFddJG9q53RhSXTeEWbHEiMEopxx4Nz187bRpwx12RE/r9wKOPABRzK1pREfDu9xpfnFzwkieXPLpkUsFKBSk2blJew69/GV6dLVkEL+UB/uXPw9e8ek2w4hsbE2ACTGASE2DBm6DDMyp4xdjO/NJsLNo40xLBS5ej6JIUvVpfdctckACUG+XYpbjT9Mw0rLo53Csmij4SjUp9aSytLA1WhDRU1hahZnFFxLqPbruAgW6VLA3PnxQKXpBF46FV25fRR0a8EDdnZTVKp6t4+owOxu3UCUhDCcRWV10NLFqs3OeN14GzwQua4/be9wMFobh1TdxGBW9FBXDPfZFDdXYCf/1z+M+TRfDSquReZuJIPNmYABNgApOYAAveBB2enuCVxqLSktbfOR92h3YFMTPeR+nlrIg8vJ1DOHHl4helBKOsBlKjvse3NwoFI0i4kYATrbdzCA2HWoWCCpTjdvl1teOfWenhpUHlhTFEIU+f5RRkYunm8FvxlIf3yNbzwuUwynk7Y0EpymeGXl37vH6hatvZQ62Ys6oauYWRYQ9mGMsfJdFbT55pyo4h55qgRy/1p/nFzygpcmifpaXA/e9S3zcVWPjNI+Ee1uJi4F3vMcbKqOCl0ZTig9/aApw6GZqrtg648abgv090SIPSGurqAKomx8YEmAATmMQEWPAm6PC00pKNjXiF7AiikdAlwSs1ShvmHvEK5YBJXHo9fjSeCFaUopK8TqcdjjQH0jOpCpgzLJZVHGfHsyeE0rZCpbX8TKFaGMXA0thkWmEUlFVBLIxB4tKV6UTAH0BPe7DSGvWlSmskSkWzSvBSOjJaM4lritGlamtU5YyELJkjzY4lV9WMF5WQcqNUZyTmxT1S1TYqIkG8xQpz1H7JNTWWC1554QxxXVTYw+myY9rcUpTNLIBD54tNgh7RyTuNXCRSXl3Kr6tlr7wEXJAUiqC2Ri+vaQne3/8WGBoKzaw05pNPAD3doTYU9kDhD2TJKHhrZgM33zJ5nw9eORNgAkwAAAveBD0GRgpP0FJIzFF+WnnOV7FYg5Hl5pVkYfGmUMUzsQ8Vezh3uC1M6ImfkagkLycJVzUTi0MofU7xxvK+VgnemQvLhXLDZ/a3hJUEpnVQCAal9qJKamrmcfuw96VTqp9TjC1ViJPmHhYbx+LhpTH0MkUoFfowcsbcRkJALhLf816gUKeYB3lYydMqNSsE72uvAOfOaQven/9veLzxffcDZVeKkySj4GUPL/+6MQEmkAIEWPCmwCHyFpKPwM7n6gUPuFqeXQoP2f3CKfh9fqhdyEu+XSXhiuTpvWiJRoWrXFy+/wNAnoGcyFoeXnnxBjFlmRSddN7yCuBeSZxvMgrehYuAq69JwsPnJTEBJsAEjBNgwWucFbdkAoYJGPEMNxxqQ3tjj1AyWasgiOFJp2LDl18EGoOFR8YtWsG7bj2wfIU+RS3B6/UCj/wqFFN83wNAmawktlTULl0GbNgYmnOiBS8VnyAPtNS0yhvr0+IWTIAJMIGkIMCCNymOgReRSgSG+0dxaMs5IUSCSi2r2ZkDLei82IeapRWorNF5BZ9KgKzay5kzwJuvWzVacJy/eRDIzdUeU0vwUk9prt+584Drrg+NR1XMKC2aaPKiDhMteC9dAp55Knz/t94OzNTOGGPtIfBoTIAJMAHrCbDgtZ4pjzjFCdCFOCr2QWng1t+1QJUGFaWg4hTyvMdTHJ/x7b/yMnDhvPH2Rlqu3wAsWx6b4JXGB1NBCypsIdrFJuDFF4L/lpMDfOCD4XNNtOBVSvFmJmWbEcbchgkwASYwAQRY8E4AdJ4y9QnsfPYE6O0wid684iwhbZo/EIDX7UNXc59Q6pmML61F+SycPQu88VqUnXW6kQglMapmeh5e6icVrnffA1RWBUeT9qVQBgppkNpEC94nHgd6e8PXZDREJD6nwaMyASbABCwhwILXEow8CBMIJ0A5gs8eagtLNydnVDajQEgpp1bMg5lqEJBnQ7ASlpIQlY5vVvBKvca//Q0wMhIc7d77gfIr2RnE8SdS8A4OAo/9LpIkC14rny4eiwkwgQkiwIJ3gsDztKlPgApbUDq6of5RjA67BW8v5dylKnrk9a3guN3oH4Jf/QKgC2JSu+se8+MNDwFUeU1qJEJJjKqZWcFbWwvceDMwMAD84fehUfUyOFBLrQtjjz8G9PeHrzIWcXroILB7Fwte808R92ACTGASEGDBOwkOiZfIBJiAjIDcE0ofRyv2zI5lVvDS2h76CECC8vCh0EaU1jtRHt7GC8DLL0U+ZvJLd/wgMgEmwAQmKQEWvJP04HjZTGDKEvD5gF/+PHz7djvwiYejQxIPwfuHx4ABiff19juCgre1NTkF71/+BHR1RfKTxh9HR5d7MQEmwASSggAL3qQ4Bl4EE2AChglQCMLZM+HNr94MLFxoeIiwhlveBKiAhdQ2XQ0sXqw8nhEP79EjwI7tof4zZwHkRRUtOxuglGRymwgPb2cn8Nc/R67llluBWTXRMeVeTIAJMIEkI8CCN8kOhJfDBJiABgHy7tLFL7c7vNEHHwKysqJDd/4c8Oor4X0pqwJ5N5XMiOBtbwee/muoN61teDj077NrgZtunnjBS3HFzzwNDA1GriXaEJHoToF7MQEmwATiSoAFb1zx8uBMgAlYSkDJG2u0QprWQpQqtlE5XSqrKzcjgpf6PPUXoKNDeVYqJ0xlheWWSA/vmdPAm28or2/NWmDlKkuPjgdjAkyACUwkARa8E0mf52YCTMAcgUd+DbjHwvtYURjhZD2w9a3wcauqgbvujl7wbn8HOHY0sj/FG3/044DDMXGC9/lngZYWZfYUxkDhDGxMgAkwgRQiwII3hQ6Tt8IEUp6A2QtmRoFQblwKlZCazQZ88lPRC1610sdl5cB9KmnP4unhHRsDGhsBEvdtkstz8h1+7OOAM80oOW7HBJgAE5gUBFjwTopj4kUyASYAvx/4xc8iQVgVa2pUTBsNaaCVKo15401AbZ3ygcYqeGN5TOrqgM3XAU5nLKNwXybABJhAUhJgwZuUx8KLYgJMIIJA80XghefDf0yXwejCmhWmJE4pf25GRvjosQperdLFEyV4r9kMLIgyy4UV7HkMJsAEmECcCbDgjTNgHp4JMAELCAQCwG8fBUavlOUVh7z9TmD6dAsmALBrZ3hhCBqVxqY5pBar4NXySCdS8JInlyrKFRdbw49HYQJMgAkkMQEWvEl8OLw0JsAErhCgC1Z00UpqLlewghldArPCLl0CnnkqfCQa+0MfBtLTQz+f7IKXhC7lGa6pCd+XFQx5DCbABJhAkhJgwZukB8PLYgJMgAkwASbABJgAE7CGAAteazjyKEyACTABJsAEmAATYAJJSoAFb5IeDC+LCTABJsAEmAATYAJMwBoCLHit4cijMAEmwASYABNgAkyACSQpARa8SXowvCwmwASYABNgAkyACTABawiw4LWGI4/CBJgAE2ACTIAJMAEmkKQEWPAm6cHwspgAE2ACTIAJMAEmwASsIcCC1xqOPAoTYAJMgAkwASbABJhAkhJgwZukB8PLYgJMgAkwASbABJgAE7CGAAteazjyKEyACZ4YuOsAACAASURBVDABJsAEmAATYAJJSoAFb5IeDC+LCTABJsAEmAATYAJMwBoCLHit4cijMAEmwASYABNgAkyACSQpARa8SXowvCwmwASYABNgAkyACTABawiw4LWGI4/CBJgAE2ACTIAJMAEmkKQEWPAm6cHwspgAE2ACTIAJMAEmwASsIcCC1xqOPAoTYAJMgAkwASbABJhAkhJgwZukB8PLYgJMgAkwASbABJgAE7CGAAteazjyKEyACTABJsAEmAATYAJJSoAFb5IeDC+LCTABJsAEmAATYAJMwBoCLHit4cijMAEmwASYABNgAkyACSQpARa8SXowvCwmwASYABNgAkyACTABawiw4LWGI4/CBJgAE2ACTIAJMAEmkKQEWPAm6cHwspgAE2ACTIAJMAEmwASsIcCC1xqOPAoTYAJMgAkwASbABJhAkhJgwZukB8PLYgJMgAkwASbABJgAE7CGAAteazjyKEyACTABJsAEmAATYAJJSoAFb5IeDC+LCTABJsAEmAATYAJMwBoCLHit4cijMAEmwASYABNgAkyACSQpARa8SXowvCwmwASYABNgAkyACTABawiw4LWGI4/CBJgAE2ACTIAJMAEmkKQEWPAm6cHwspgAE2ACTIAJMAEmwASsIcCC1xqOPAoTYAJMYMoQ2PHMCc29VtUWY9bi8inDgzfKBJhA8hNgwZv8Z8QrnMIEvKfb4W3o0CWQcdsS3TbcgAlYQcDv82PX8yc1h0rPTMOqm+dYMR2PwQSYABOwhAALXksw8iCxEvB3DcLfNQB//wj8vSOAPwBbZhps2elIm1cBW25GrFNMyv4seCflsaX0ok/va0ZXS7/uHjfes1C3DTdgAkyACSSKAAveRJHmeZQJ+APwNl6G92SbJiF7YRaccytgL8qeUiT93UPwdw4g4PYiMDSGgNuHwPAYEAjHwB7eKfVYTNhm/b4A9r50Cj6fX3cNLHh1EXEDJsAEEkiABW8CYfNU4QT8lwfh3nPeFBZ7YTZca2YBDrupfqnWePS1E4DXN74tFrypdsLJuR+j3l1aPcfxJucZ8qqYwFQlwIJ3qp78BO+bQhfcu84BCp4ie2kubE47/H0jCAy7I1ZqL86Ba23NBO9gYqdnwTux/Kfq7LtfOAmfV9+7S3w4jneqPiW8byaQnARY8CbnuaT8qsbeOoXASLiYdUwrhHN2qRC3Kxq9xh/bdppf4cueCBa8Kf8rkpQb1MvOIF/0kmtqkFuYmZR74UUxASYwtQiw4J1a550Uuw2MejC2RXLL2wZk3KqdZUAIf9h7AQgEg1ftJTlwrZm6Xl4WvEnxKE+pRfj9Aex6rt7UntOz0rDqJs7WYAoaN2YCTCAuBFjwxgUrD6pFwHvyErznO8ebOGaVIG1BpS40b30bvBe6xtu5NtbCnp+l2y8VG7DgTcVTTe49dV8awMndF00vkr28ppFxBybABOJAgAVvHKDykOoEKOuAe/e5kNidWYy0hVWGkY2+dDTU1mlHxk2LDPeNa0OfH95znfD3jwazKVwJ17BlpMGW5YJjehEcZXmA3WbJMuIteMkL7z3TjsDAGPyDo4DfD1uaE3A5YctKg6OqEJQ5g/Zn1vy9w6B0a5RtIjDqFZjQOM6ZxbBX5MGWbn5McQ2+lh54jrcK/2rPTodr/eywC44UF+6jc+oeEua1F2QhbcUMU1tw72yAf2BUGN9emS+E4UiN5vDsu4CA1yecOZ09vZGYzEbeXSE7g0r87uylFTh35JLiFtnLO5lPntfOBFKHAAve1DnLSbET76lLgjAUzbWxDvZ84zF+YYIXgFJ2Ahqf5hHNXp4H18qZhviMvXUSgRHPeFvd7AeBANwHm0B5hJUu4IVN6nTAUV1gSuCrLTpegtffMSB43wVBaMCcc8rhrCsz0DLYhOKxA4Nj6u1tNqRfM1f4kqBlvovd8BxrEZq4Vs2EvSwPnkMX4WvrDetG+Zsp9MWW7hR+PvrysfGwGLGhY0Yx0hZFfumSziE8B4EAPIebI+ZIv37B+Pi+xsvw1LcZnsMwuAluqOXdzcxxYdGmWdj3ymnVVXKKsgk+QJ6eCTABsODlhyBxBALA6GvHw4ShrqCUrc69qwH+nmFNQZoowes52gxfc49pfjaXU/A8Si/nmR3EasFLAtdzoBEBTyjVmZE1kXfUUZGv2ZQybbj3nAv7ImFkbK1nQypGKasHhcSMva0uuNJvXAj31lPq+1N4WyCdg0T42LYzEUJW3AdxoOwhY6+rl9wV3kY4J186vYA/gD0vn4LPo5ydoXZZJcpnFULrQhsLXiNPPLdhAkwgngRY8MaTLo8dRoCEz9jWU2E/Myt4Pcdb4GvqTgrBK2SQkIgsErK2/EzY8zJhy8uAzW6D7/IQ/B39EenVYr10Z7XgHX3lmFDdTm4UaiCkiXM5hPAD8s4KIQ5X0sll3LoYsGmHadAFRQqRkBrtnwSiPScdgTGvIIblJZQpVMA5r0Lxt0gqRsl7ay/Kgb93COStJfOd7xKKdYhGY9EXIXqbQNlAkJ4Gz6GmsD3Ln0XpHI7KAsGzS9X/nAuqhLCVsLcItJf8zNActWUI9I2E7SltcbUQ3jDZrOfSAOo1YneXX1eLrLx0TcG79Joa5HC2hsl29LxeJpBSBFjwptRxJvdm6LW/e294oQmzgpcurdHlNdHSb1gAEppSS5SHl+Z0728UhA2FKlAlOChpPwXPNvU1u3fpHq0UvBFZM2giuw3pV81R9kIHAvCe6RAEYPrmeboPnTwMxVGehzSFEBN/z5AQpiANeaBwBKX4V6kYVXoWAgOjGNtxNiRoqVCJzx/MBnLljGj9FAYhmpbgpTa2nHS41s0ef97CviSQ6Lfb4KjIQ9qS6eNzSPfuqMxH2nJz8cK6cBPQ4MyBFnRe7FOcKS3dgTW3Bp8BLQ9vVV0xZi0qT8BqeQomwASYgDIBFrz8ZCSMgLehE97T4RdbzIo+EkVCwYorJsZvTpTgNQPPfaAR/vZ+VYFlZiyrBK+82p0tJyMYbpHmMLMc5baBgODRNxUTTXG+b55EYCzkEVby9MoFL3mi06+bH7YOKsns3ndh/GdK43gOX4SvNRj3K/dWh3mRDYwvjEGxvhKTjk+e8IxbFul6xGMHb+0IWkJ2zspqlE4PhrQ01Xeg+XQoi4p8FUs31yCnwHi8vrW74NGYABOY6gRY8E71JyCB+5enI1MSCHrLETx375wZb5a2ZFrwFbXEEunh1Vuv9HNfe78QJyuaWbEvHcsqwUuCkIShaK5NdUJIhhUm3y95QDNuWaw7tJBp4UjzeDsS3xSDG8ZScmmNfq7kPaV4ZGlMrWvtbNiLs8OflbMdQjYKsvRr5wshC6KFhzREemfl4ys9z17J+Epz6MJIggZagnfNrXORduVC4ED3MI5uC33BkC+9uq4YM5PAy9typgu9nUMYuDwMm82G7IIM5BZloaAsG/kl4c+HFv7ejkH0tA+C9j3UPyaMlVOQgey8DMxcXA67RRlZzDwCYyMeXG7px8jgGAZ7R+EZ88Lr9sEfCMBus8GRZofD6UBWbjooe0ZheY7wJcTpsuALrpmFTvG2njGf8NxcbuvH2LAHI4Nu+H1+4R+nywmH04684izQhdDK2UWw0xuqSWR9XUMY6h1Fd/sA3CNe4TmkvdHvCP33wpXhRF5JFrLzM1FSnZewnbHgTRhqnoheV5OIGDeDAkhKTv763Tm/As6a8LRQySp4KUZWeA1+xWK5xGSV4DWS9SLaJ1ceF2zkgps4l16sttzDqxYfK+5PSTTTXOTdJS8smTyvs3QOtfGl8cmKwlwyvtIc0bJNVD8SdPW7mlSnk19GO7O/BZ3NyuEPNIjVl9faG3vRcCiYhk5q8nn6Lw/j9L5muCkNno7RH+C5q6epttLbo7RjPFOykWA6va8FJHKtMhJalDeZBHG8zWzVvnitp2x6AepWGk+NGc06KJ3f4S0NGB2O7azoC0p1XYkgFuNlaudCd1I23LVAcVqvx4eDr5+Fx23u0rN8MOGN0bR85dBACzbMgtcCiDyEMQIRWQ0cdmTcbC6PLl1wGnszVO2J4madtZNE8MrSYpHXMtrQgXgIXgpnSL/auqpYcjFtZr963nC54KW0c5R+Tm7jgjcnHelXz4343HepD56DQUFH8bn2opCHLyz1mcr4dGmRLrCRUYyvfA7p+EpzGPvNmbhWZw+2oqMpPNWblrDsaukXhKWaTZTg3fV8Pfy+yEuZautcd8d8wcsmN/rDvufF8Iu3eqezcMMMFJRZl4eZPILH3rlgqdCV76FkWj7mrqrW21pMn08VwUthPq0NlwVPu1W25Ooa5BZZ8yZOviaz2VboS2dTfTvIa22FZednYNm1s60YKmIMFrxxwcqDKhHwnGgF5SkdNwMlheXjyDM9UP5U8Wa+2HaiPLyUFSDQPwr/wIhwkS3g9gVjUX0BBDxe4X/F0si0VjMCUM4hHoKXCoA4ZgazHFhhUsFLGRlca02Ugg4Egjlzr5hr9SwhW4RoEYJ3Q61QRCKC05VCJSRkSdDKzbDgVRlfKniV5pjMgpde2Z/Yqe7dLZ9ZiNrlkRUStf5gWh3Hq+bhXX59reClpNeoh7eex8iARu5nlYe9ZkmF8DpZNPIk03zRWGZuOlZcXxtNV6EPXRqky4OJNuGMl1XGxeOW6oL33JE2XDpvPm2lmTO2+veJ5jYqeOl3irK3jA65zSzZcFu6G0AeXyuNBa+VNHksTQLyohPU2GwcK1Uyc2+XxPAunQZH9cTG8JIIp1fjYiyo0cdgwgWvz4/RV4+PL5cyJ1AGBassLENBRb7pimbS/mlLpwuZMFQFr0rssTiGWho4w4JXZfwwwVuSIxS5kNpkFrx6Am/B+hlCDKjctP5gVs8pxsyF1mVrUBO8FJJAoQl6F+m0nnW7w4b1d4Ze4cYq0GLxblNYCYWXTITFQ3joCatE7jMeIQ0Us7r3ZfW84Fbtj+LEa5dXjV8ctWJco4KX9kf7jKfF8jujtC4WvPE8LR47jIDc8xqV4JWVJp7oLA1CiMWWk6oFCbQegYkWvPLwEPLAkifWKgsTvNWFSFuqHhepNGeY4F1QCcesEg3BOwf2vIyIYUKCNxeuNbMiPjcueJXHDxe8kXNMZsG756VTqq9hHQ471tw+T/FiltYfzIysNKy8ybqwGTXBO21OCWYsLMOu5+pBZZGjNfEPLsVg7n7hZLTDCP0o/pHiIKOx/q5hHNuufiEwmjHN9LFaeKSy4BVCTrZfEC6jJcpmLCjDtLmh/z7GMq8RwUux8FqVFWOZX9p32rxSzJgfHrIYy9gseGOhx31NEZCnwIpG8HrPd8F7UpKHVyEONqaQBlmRBC0PtOAdvVKAQQBhtwk5Yx1leUGvs/yPm8yjOuGCV57FQBbDaupwFRpbKnhl4RYRIQ2bWPDGel7y/kbTkcn7NZ/pQtOJDtXlWOnlVRO86ZlpWLp5Nva+HIq3TXM5UFydh+KqPFD1uKb6Tgz2jmhio1eqhRU52P/qGZDoldrMhWVC2IQjzQEK/6C1aHm8CitysWDd9KiPyaiHmbx+GTnpKKrMFW7DZ2a7QN5qimGmS1OeUQ9az3WbiikV4io3z7Y0tOH4jlDGmqihGOg41DequVcrPbwHXj9r6hU/xXZn56cLWUIoZpzOjmJh6SJiV3OfkGkjEDD2hY3yXFO+61hN6zlbtGkmBnpGNH+/aX7aD2UsoawntC/60kkxzBQDf+l8t5CVwqhRpgoqbhPtl0XpPCx4jVLndjETCIy4MfZWjJXWZJkelARpTIL39RNh5WdVBa8s4wLBkae1igCWZIIXVBDj5aPjy1Tylsdy6JaGNCybDkeVVkgDC95Yzkrel/7G7nxWvUzy2tvmqaayoti+g282qC7HSi+vmuAVvkxnu8bFBwmB6fNLQZ5pqenFxpJIzS3MFEIjRKN43LoVVcLPpUZ/1MmjrGYkOolbtCmmtMQUjZlfkoX80mxU1hQZEgckBI+8fV4Q/0ZMDBMx0jZZ2lB2DhLWWnucvbQSFTXhYXHRrF/vd0Y6Jl0KLJuer3uZkb5kndxzEX2dQ/pLsgEL1imHGel3DrXQEryZOekYHXar8qQQp9LpBbqpxuiLIf03wuhFPrF8uZl9KLVlwRsrQe5vioB79zn4u0O/vGZjeOWprqwUvEbyqoqbde85D/JYk9my04WqZBEeXRkZKsAw9lbotehEe3hpeWGidGYx6OKaVSYdm6rhUVU8o0bV1sa2hWLg0q+ZG1b1jT28RklG167hcBvaL6hfuNF7xd14oh0tZyQXVGXL0OtvdNVaglccg8QMiRo1O7W3GZdbQwVhtOYmz/Gqm9VDMshzdejNBlWvXCyvnklQk6eZxALlMyVxMW/NNEPiVo8nZRG4cCyYj1rLrDo3vXms+FzvCwh5IBdfVSN4v2M18noe3XYe5ERQM8p1XLe8SvC8R2s7n6vX/YKy4e6FetXeNac3+iZBHIQ8rzWLK6L+0mA0g4oVzx4L3mifPO4XFQHv6XZ4G0LeEtfGOtjzjadXMZI3NsLDW5YL16rI+E35Bvw9w3DvCvdMqQlyIYPAlVdNzrnlcNaW6fLw943ATeVur1iyCV7KcuDaEP1NcjmAiLRkCmWg1aDJY1/1yv66OKRB9/kz2oAe632vnNJMM6T3x2eg+4oAUJlUr7/RteoJXhIZq26ao5hiTJyDbpmT99SIzV83HUUV2oKFPHLdbaFiLtJxSezMXxt9WEPzqU60ne8R0jZRuIKVZkToWHVuVq5bbayzB1rRcVE9qwZ9caEvMFYYfckZ1skEQlk66O1ALEahM/QFTR5eIx0z1tAGI8+BdD4KczBTsEW+fyoCc8JAeIsVzx4L3liePu5rnkAAgpeTCkgI5nQg/dp5hvLRyj2wFCerdBHK19YLz6FgMQEypbKzSguXVx2jNkqCl/Ku0mUl0YxWJ3Pvb4S/I+RJSjbBq7Zf84cc7BFWVpeqoZXngTJB6BqVJKbywu7QDWAWvLrULGug592lyzHkqdQz7WwNJaAY2FhNT/CuuKEW9BpWzy5d6MG5w6G7AUrt6TZ8+cxQWI3amBQne+C1UCYZaTvyzG642/ibDr11W/k5eY7Jg6x1yW/j3QstjeO1cv3SsXY+W68Z+2pVGAPN6fP5sft5jQuNNmDRxthEoZyTnigtm1EghN1EY3pjS8e0KtSAQk4oxEErxdniTbNiLrjBgjeaJ4L7xETAe/oSvA2d42M4Z5XAuUD9laPY0FvfBu+FrvF+at5hM55a6UakXlvx54qCV1b8wrV+NuyF2iVJBZFMr+glr7ySQfBKQzNoz7pxyCZOXu7RpvdsGbcaKC3c3AMqUjJuCgVKOKTBxEGYbKqXbmjpNTXIkcWvKk2hma0h24WVN9aZXFlkcz3Ba9QrNNw/hkNb1OOOaWatuGUzgsTommKGE8UAerljxfzGUQydsC504YuEu5rRlxb68mKVUanqRo1LmlW1xZi12LpUfLRuvTR1NhtAoQ3RmFHBSyE1lJrQKtMLq4klHEhcIwteq06LxzFMQJ4Oy4gQEjI87L0wHkZARQioGIGi0YUyyqAgud1qJFZY/gqexlbsR0URXgmNb6Rgg1xYCuIyCSqt+TsHQJ5t0YTiCZRLNsr0SfLzoBAR+gIimpFzELy7VLDjilFhESowIjUWvIZ/3Uw31PqDR6/RV98SWbFOaRJK46X16pVey9Pt/1jMKsFLX0R3v6i9XjNC1Uhqp1j2Ha++ehcOjYR0xGttRsYl7/SxbeeF7AZqFkt6OPmYlEFh3yvBuGo1W3/n/KgvKqqNSaKeSvlqeuPvia/gpS+sdDHUKtOrYkjZVShmPRZjwRsLPe4bNQHK1kBZG8bNBjimFcE5uxS2rNAvkZJnlProCScqBEGv1EWzpTuFwgdKnljP8Rb4mroV96I2jzxOmNbtnFcRMQYVpaDx/V2RSeOjFrwkuF+vB7yhUo56PLQOSl69TmhLoSZ0USxdOU6QSv/Snqg0MsUwa5n8i4RdJaaahLHnWDPowppoabLsDOLPWfBG/aun3TEA7NDIzqBWbEJpUEqrdHq/enUw+mMZq5fXMsELCLGRWpfXpoLgpXPUEutGw1ni9HTqDqu1dkr5teiqWRHZNXQH1WigFa8t/Gc0zYG1t8+LZQrVvnqe7NlL6SJZqFKg0UUY9fCa+X2wYm7KREJfHmIxFryx0OO+URPw94/AvetceB7bK6PZy/Jgc9jh7xsGiTG5aXp3xcay0rTij51zK4KC2u8HeZopYwR5Ocko2wL9I42zVROSShkdSJwJF/BcTmDUA3ql7znWEvJK02fpaePj6wleX1tfMBOEx4eA1xeMe/bQuhUSmtttsDkdQrwynPbg/6Y5YHPaQXvWMyXvtsAkNwPk9aWxhdLJI27QlxDKOCH8B722TFfwyjNzUD8qcEE5i+056cESzMPusMuM1EYtRps+Y8Grd6LRfd7XNYTj29Xzo66/a4FisQml2ci7S8UrtFJCxerltVLwnj92CW0Nyl98aX9m/sBPVg8v7VNr7ZW1RcKN/GQ0vWeXYlopttVK08uaQCniapbGj5fWWeUUZIJKD5s1I4KX8uwuuVr/IrjVc6+7fT4caeGpBc3MwYLXDC1uazkBaaUqI4Nn3LLY8Ot24XX9oSZAljBeaR4xbZY87lTLc+o922G4nDCl5KI5SDSOvRHM1akneD0Hm0DZCmI1o97fiJhbAxMbEbzCMP4APPVt8DWpp6oan85mg7OuTPhHzVjwGjgcs00oO8Orp0FVlNTMjOijMS6d7wHFhapZrF5eLcFr1rvWdq4b549eUlxqWroTa241FsqhJxrNMjR7jLG21xI8sVyGinVdav2poAalBKO8wmqWV5IFuvRktWmxokIna26dF9dLfpQrW6suRd3KKlBhDTNmRPBaHc4grk9v7li/ILPgNfMkcFvrCVAFlsbLYdXT1CZxTCtE2hJzMTzkjfScvBTmtZWPTwUNnPMrg6/vZZ5hPbFI3mDKvqBq5GElL+jsUHlE0ZuabIKX9kBCki4GSsMKVPdmtwlpzOx5xtPKyWN6I8a2Aemb5gieZS1jwWv9ryIl6T/2jnr52mguwhgpQRqLANQSvJSdgbI0GLX2xh40HFIW55SzlSq3GbVU9fBaWZXMKEu9dmcOtIAKiKiZWHUvLd2hN5Tpz7XOuaQ6D1SsI5529O3zQuUzNaMCF3NXVZtagp7oNBPHb2piALuePwm/tHqpbIAl19TEFJLCgtfsiXD7hBEQCjVsPWX68lnCFsgTMYFUIWDAu0s3zenGuVnTKzUcL8Fr9hZ5V0s/Tu+TZAeRbNSscGDBa/Ypia69XhgDiT06u3iYXq5peuVPr/7jaXpx8jS32TAAPcFrRbYENSZ6pZljzfnLgjeeTyOPHTMBz5Fm+FpCFZ/Iw0ueXjYmwASsI6Dn3aWZon2NqXfzP5bXlFoeXrMiVUvwls8qBOUcNWoseI2Sir7d2LAHR7aeg8cdurwrHy2WL1N6K9PL3UyX1SisJp5GYRyH3zqnOYVZkagneONZYpoFbzyfFh476QnIy/FSuizX+lpT1dmSfpO8QCYwwQQodpViWNUsKy8dy68zHh4gH0fz5v+cEsyIsgiFluA1m29VS/CazaXKgjf+DzQJPa243YLSbCzcaKDQTZRLbTzejpaz8S+frbU8uhhK6f+0zGxxCD3BS6E9FOITD2PBGw+qPOakIuDe2QB/byiXKy3eaHWzSbVRXiwTmCAC+n/kakC3vqM1vfGj9fJqCd6qumJQmVWjpiV4p88rxfT5oTh8vTEnQvB63T4M9o6go6kXI4NuTTGot361z5Mlhrf17GVcON6uug36ckZf0uJpx7ZfQH9X+N8l6Xzx9C5L59Era2z2oqHe76qVeYzl58OCN55PLI89KQhQOi739rNhpWYp9ZYQ3lARn/isSQGGF8kELCJgVbEJteXse0U7+0O0+V21BO80k55jLcE7Y34pps1LPsFLhQf6u4Zw/lg7KHQk3pYMgrevcwgndjZqZidIhNg8+MZZ4YuFmiViDTQ3XTSlkCQ1KyjLwcINxiuiaf23wOG0Y90dseXC1XpGWfDG+zeYx580BKjQgXvv+bD16mU6mDSb44UygQkioHf5JlHLikYgaAles15ZTcG7oAwkyo1avD28eiLH6DrNtptowUs3+Okmv5oVVuRiwbrpZrcVVXvKMU1e9YkWvHTRkp5dNaNqhvQGxajF+8svC16jJ8HtpjyB0deOj+fVFXPnTnkoDIAJxEDgwrF2UB37iTYWvPonMNw/hnNH2zRfpeuPEn2LiRa8VLmPMhOoGXkfyQuZCNNLoRXN8xzNuvXSsplNz6cleNOz0rDqpjnRLNNQH/bwGsLEjaYSAapyRhXIOJxhKp067zUeBCiHJ+XyTAaLJo53qnh4jVxOMnuGNrsNVFDD4bCByrYK/99p1yyvPFGCt7dzCPVaYQw2YMHa6SAPb6KMLovRuahZsgjerNx0LL/e+IVTFryJeoJ4HibABJgAE0gYgWTx7tKGo4njnQqCl0TViZ1NGOhWj9NUfGBsQGa2CwXlOcjIcgmClsQPlWal4gE2qiSiYJqV1qYXgKp3Jdr0wgfimRtWba97Xz4Nz5h1VQmjZXpqb7PmlxQrQxrYwxvtKXE/JsAEmAATmFAC+187A8pnmgyWmePCihvqTC1lKgje4zsaQRe1jFp+aTbyS7JRWVsEh8P86/1kE7x6cbvFVXmYtya+Fc2U2Ov97iTKw3ty90V0XxpQfTyo+AUVwTBq7OE1SorbMQEmwASYwKQhoJeCKNEbMevlTXXBO9g7KhRX0DMrK4olk+BtOXMZjSfU0485XQ6svW2eHp64fE5e996OQdWxEyV49bJFmM1HzYI3Lo8LD8oEmAATYAITSSDZBK9ZL2+qC96j2y7ohjKYLaGs97wl9LWz2gAAIABJREFUk+Dd+ewJ1fRjFJGxYMNMUIGJibCGQ62g50/NEiV497x4Cl6PerYIs9lKWPBOxNPEczIBJsAEmEDcCJDnjDxoahaPG+8Uj0rxmAF/wBKhkMqC98z+FnRqZCQggOvvXAC7QzkWN9oHJxkEr8/nFy5TUlaKiRaUavNfbu0Hxc+q2Zpb5wpx0/E0KjRyZKv2pVMrSwtzDG88T5PHZgJMgAkwgbgQ0EsBFC8PVf2uJvS0W/MqOJUFr57njh6KeJxRMgheqy9ixeMXaHTIDfodUrNFG2eC4qnjaVRV7+zBVs0p1t4+D840h+FlsIfXMCpuyASYABNgAslOoPFEB1rOdKkuk1JWUQnReBgl6ycvr5qZieNNZcGrF24yZ2U1SqdbX2lyogUvxcVSfKyaLb5qFvKKs+LxaJoeU4tVUUUu5se5CMbht85plpAuqszF/LXmCnGw4DX9GHAHJsAEmAATSFYCet5dq+NC5Ry0/qiaieOdyoJ39S1zhfRiVttECl7ymtIreq2Y1Hh4taNlqFeGly7U0ZfHeJnel6LZSytRUVNoanoWvKZwcWMmwASYABNIZgJ6fygp1yoVGYiX6c2//LpaZOWl604/VQUvvaKmV9VWm8ftw14N73s8C09QfPfRbdpxu2YzDljNx8wXN2q7cMMMFJTlxG0Zer9HK2+sQ0a2y9T8LHhN4eLGTIAJMAEmkMwEtP6oxdu7S1yObb+gWR7XaDnUqSp4cwoysXRzjeWPmF6qrXgKXq1nkjzZSzfPjotHOxaIzac60XSyU3UIulBIFwvjYXoxxNPnl4IyNJg1FrxmiXF7JsAEmAATSEoCQ32joNg/NatbUYWyGfHz7tK8bee6cf7oJU0+Rry8U1Xwmgn7MPoQDg+M4dCbDZrN4yV46RIjXWZUsyXX1CC3MNPoVhLWzj3qxf5XT6umTqOFxCsEo+FQG9obe1T3uuqmOaCsCmaNBa9ZYtyeCTABJsAEkpKAXqL6eP2BlsOg19cD3SOqjIx4eaeq4CVoa26dh7R047fv9R5Gvdfj1D8egpdENoltNauoKcLspRV6y5+wz/VSg8WD2YkdjejVqb4X7e8xC94Je5R4YibABJgAE7CKwHD/KA5t0a7cFe0fSrNrbG24jAvH1KtoGfGOTWXBO3f1NJRU55nFrtjeM+bF3pdP644VD/GmJbAoGwOl94rnxS/dTRtooPdlgTIlUMYEq0xvPuJG2SyiMRa80VDjPkyACTABJpBUBA6+0YCRQXVvGuUNJYGRKKMb+eQhUzM98Z3Kgnfns/UIBNQLdBj5QqB3jiR0T+6+iIEe9TOQjmGl4BXCGHY3ASpbjGf8qx4Xs5831Xeg+bR6mj8aj2KuKfY6FqOUbaf2NIMKc6gZpaqjlHXRGgveaMlxPybABJgAE0gKAlS16tAW7RjN2mWVKJ9lLo1RLJujXMCUE1jN9OJ4U1nwGnltHWs1vP2vnsHYiMfwEVopeHe/eBI+j7pwm7OqGqXTrM8zbHizJhr6/QEc3nJO88ukw2lHzdKKmLKf7HyuXrNKIS2ZUqE5XdGHurDgNXHw3JQJMAEmwASSjwDdJqdb5WpmswGU2zXe5VCl8+veNJ9XCrptrmapLHi19ibyII/8vDXTTFXSor5U/OPi6U60NXSbelCtEryUgmz3CydV566qK8asReWm1jbRjfUug4rri6YgBb0FaTzegb6uId1t6r0V0RuABa8eIf6cCTABJsAEkpqAXtxfNEnqrdiw3rqWX1+LrFzlnLypLHiJbfOZLjRpeMBF/pRrlXLUUuxmblFkFTIKXSBBRq/eB3tHVY/NbrdhxsIy1dhqKwSvXiovWly8S/LKAVgVxmMktEE6d35JNrILMoRzIw8w8adcyO4RD7pa+oVQk4BfO6wlFiGt9CCw4LXiv2o8BhNgAkyACUwYAU1haQPWJNi7K4LQE7yUS1TNy5vqgpdele96rt7UM0OpqBxOB5wuOwK+ACiURSvmUzo4XYQj8Xxkq/LFRisE775XToPSeSWTxeoVle6FLmLShcxE2/q7FgiCOVZjwRsrQe7PBJgAE2ACE0ZgZGAMBzVyrFJsYWVN0YSsz4hXTE2QpLrgpQNpv9CDhsNtcT0bm82GDXeHCiRQTly6VCY3FrzGj8HIpUPjo6m3pLRtNUvKQWdohbHgtYIij8EEmAATYAITQuDiqU5c1KgIRbG7VM1qIsxI7ONUFrx0JkZSuEV7dvQqnS6IUWypaGqXCVnwGqdM8ban97WAwkniZfEoEsOCN16nxeMyASbABJhAXAlQGjJKR6ZlVr7SjWYzjSfa0XJG/TWwWhzvVPDwijypOEPDwVbDKcT0zoHSfq29fb7ia3CKG6WMAHJjwatHNfJzEr4Uh2009ZuRGazMwSyfjwWvkRPgNkyACTABJpB0BIxcEppowatXrYpieCmWV25TSfAKew8Anc19OHOgJabnjEpHz5hfClemeulZJeHDgjd67Me3NxrKsqA1Q25RJqpqi1FcZU3BEaW5WPBGf8bckwkwASbABCaQAOXepYtLakZ/RJdcXTOBKwxOrfWHlrI0kJd3ygveKwCoAEFHU69wk9+MUTaAkmn5qDCQa5kFrxmyxtqODXvQcbEXFGKkVnBDPhLF5mbnZwiV2qbNLTE2UQytWPDGAI+7MgEmwASYABNgAkyACTCBiSRgC+jVLpzI1fHcTIAJMAEmwASYABNgAkwgRgIseGMEyN2ZABNgAkyACTABJsAEkpsAC97kPh9eHRNgAkyACTABJsAEmECMBFjwxgiQuzMBJsAEmAATYAJMgAkkNwEWvMl9Prw6JsAEmAATYAJMgAkwgRgJsOCNESB3ZwJMgAkwASbABJgAE0huAix4k/t8eHVMgAkwASbABJgAE2ACMRJgwRsjQO7OBFKRwO7eIXzw6Dn86+xKfLg6/snOU5Eh74kJMAEmwASShwAL3uQ5C14JE7CEwO6+Idxz4IzqWJkOO748uxIfmxZZqlXs9LFj5/FCZx8q0tNwaOMiS9bFgzABJsAEmAATmCgCLHgnijzPywTiQODHje341rm2sJFznQ44bTb0eLzjP//L8jpsKsxRXcGeviE8dPQ8vjWnGveVF8ZhpTwkE2ACTIAJMIHEEWDBmzjWPBMTiCsB8siSZ5bsz8vrcJWKoO1ye1HicsZ1LTw4E2ACTIAJMIFkIsCCN5lOg9cyZQn0eC6jdbQJZwZPYMDbhxHfMJz2NGQ7cpCfVojCtGIsy1uLDEemIqM+rw/rdp1Ar8eHHIcdZ69ZOmVZ8saZABNgAkyACcgJsODlZyLpCTx/6Um0jDYqrtMGG9LsLrjsLpS4KlDsKsWyvDXCz4zazy58V7ep3UZhAU5BeOY681HkKsHSvNVw2GLzlHoDHjzV9nt0u7t010B7LUuvxJ0V74HTlhbW/n+aOvCfDa3Cz747bzo+WFWsOx43YAJMgAkwASYwVQiw4J0qJz2J96kleLW2NT9nCdYXXYt0e4bm7o0IXq0BFuetxMai60GC1KiN+kfwaNNPjDYPa0eC+33VH4fdZh//ecWWQ8L//8acanxc4zKa2oT7+4dwx/7Ii243Fufh90tn667z7PAo/u5EE44MDEe0XZCdgV8urkFtVnrEZ+K6HygvhMtuw+Nt3Ypznb56CfKcjojPyLO9ePsxePwBxX7FaU78z8KZ2FyUq7sHbsAEmAATYAKpS4AFb+qebcrsLFrBSwAK0opwd8X7kOnIVuURq+ClgWdm1eLWsvsNMe/39oL2RKELciPPbUFaIfLTiuDxu9E+1oox/2hYs83Ft2B+bnjIgigct69boCgs9RY26vejfnAUJFx7PD68erkP7/QMwqjgnbftKEh8ks3JykBNlgvnht3CeMFzcOCZFXMwLzv8y4e47iU5mTg6OCK0vbowF3lOO1693D8uZG8ryccjS2oituELBFD91mHh5+WuNMzNzoDdBhwZGBm/pEdZKc5ziIfeI8CfMwEmwARSmgAL3pQ+3tTYnFzwLslbJXhU5eYL+HBx5Bxe6Xg64rOHZ33BsODVakuDDPuG0DB0Eju63wwb82+mfVIId9Ayb8CLXzX+IKzJ9MwaXF18k27fQe8Ajg3sx/rCayOmEIXjpeuWW3LoP7jQjv9zvs2Q4KVQCgqpqMvKwCur5yLbEfI802Lq3j6CQZ9fWJd8feK66bM/LJ2N64vzwtY/5PMLscl00e4fZ5bjS7MrTe3Pai6mJufGTIAJMAEmkDQEWPAmzVHwQtQIGBW8Yv8j/fuws3tL2HAPTv9b4QKYksk9vHqCVxzjr22/Q+fYpfEhSYguy1+jeZDbLr+GEwPB8APRjM6nNbDVws6o4B3x+bFsx3H0e3345eJZuLO0IGKZXzzdjN+0BGOUtQSvmlj/l9PNeLSlCzcV5+F3BsIrpAuwmgv/ljIBJsAEmMDkJMCCd3Ke25RatVnBS3Dc/jE80vTjcU4zMmfjtvIHLBW8NNgrHU/hwvBZYVwS1CSs1ezptseEEAXRarPn4cbSuy05S6uFnVHB+8PGdnznXBsoJOG1NfMU9yIthLFl7XxQTK9oUg+vmuAlsUuid2luFl5dPdcUL3H8xs1LkW4P9zybGogbMwEmwASYwKQmwIJ3Uh/f1Fh8NIKXyEg9t5mOLHxo+t9bLngP9u3Cnp5twrh0iewTMz+vOEfLSCOeb38y7DNaD63LCpsowful08145Ir31sg+nlpRhw0FIU+7VYL3zPCoEFZxfsSNxpExjPj9cPsDGL4SSsGC18jpcBsmwASYQOoSYMGbumebMjuzQvBSBoVPzPq8YiaFaEMaCHD9wBG8ffmVcdYkeKXZE8QPXut4BueGT4ediRWhDHJP6dFNi1FqQVEJox7eT59oxJ/beww/a08ur8U1haGMCVYI3tv2n8bB/sjsENJFseA1fETckAkwASaQkgRY8KbksabWpqwQvETkIzP+AS57ZGqsWATv25dfRf1AMEtAdcYM3FnxXkX48jmW5q3BhqLIy2fRnlzN20dA8bS3lOTjUYVsBmbHNSp4v3v+Er5/4ZKQWeFPy2vNToNYBG/zqBsbd9cLntyNBTn464q6iPk5pMH0kXAHJsAEmEBKEmDBm5LHmlqbskLwxsPD6w/48XjLz0HZE8g2Fd0AysmrZHLB++6qjwjFK6yyfzrZJOSwddhseHnVXCzJVa7IZnQ+o4L3jcv9+MCRcyhKc+L4VYtNZCIOriQWwfvfTR34ekOrkJ93/4aFyFXI08uC1+iJczsmwASYQGoTYMGb2uebEruLRvAGEMDPL3xvfP9UhGJzya2GxKiRUAMSu79o/P74eCSoPznrnxXHl6+lOnMm7ix/j+Vn8/mTF/FY22Vh3IMbF6EyPbwam5kJjQpeGpNEJ4nP6RkuPL9qjpAPV8moNIS8NEcsgverZ1vws4udQt7fbevmR0zZ7vZg2fbjws85pMHM6XNbJsAEmEDqEWDBm3pnmnI7ikbwnho8hre6XhpncVfFe1GVMSNqwUui1eP34NJYM9pGm4U8vGLhCIfNgetKbkdtdqToogmHfIP4/cWfjs+9PH8d1hVeY/k5Ua5bynlLRsUWPlJdgttL8rE6P1h0o3HELVRCe7O7Hz+Yr8xCXJQZwUsFJ6jwBBnFD7+zbgHyJd7Wnb2D2No9gKc6erB7/cKwfccieJ9q78HfngiWnP7Rghl4b0XR+Ng7egfxuZMXcWFkjAWv5U8aD8gEmAATmHwEWPBOvjObcis2K3gfvfgTjPqCVbvItLyv9Hk0ldboYtri3FWoy56P0vQKzTO5OHIeL7b/ebzN9aV3YE52uPCz6lCpUMNPmtpBglXN1uVn45mVc1SFp9ZayGtM3mO5dXu8+P9ONeOFzl4oF/kFCtOcqL9qsWWClwY6OTSKa/ecjFgPVVv751kVaBvz4Hetl9nDa9UDxuMwASbABCYpARa8k/TgptKytQRv0PPqxqh/BKcGjuLs0ElQ6V6pURWzhbnqFciiEbxUApi8tDOyZiPPGVlsQTr/heEzYdXfKB8w5QWOp1Fow5bLA4IgPD8yBqfNhgU5GUIO3K/VVYd5YGkdUk9rNIJX7EPz/fOpi2gacaPX6xXmuausAJsLc3FdUR5cpEQlFouHVxzmx43teKWrH4cHhoU43vdUFOJ9lcXCXp+41I1/rG9iwRvPh43HZgJMgAlMAgIseCfBIU31JcoFr1Ee5IXdVHQjFuYu0+wSjeCVDqgnYBuGTuH1zmfHu9xd8T5UZkw3ug1uxwSYABNgAkyACcRIgAVvjAC5e/wJmBW8FGKwOHcl5uZEvnpXWq3ZtGS+gA+NIw2g3LpSU0t7Jg9puLH0LtV43/jT5BmSmcCSR5cIyzv6UDAmWsnENnrtknmfiVzbM2efwZe3fxl1BXV46p6nEjk1z8UEmEASEWDBm0SHwUtRJmBW8N5X+SDK0isN4zQreMWB9/fuwL7e7ePzzMyqxa1l90fM2z7Wgqfb/jD+82uKb8GC3KWG18cNpw4BPcHb0NuAe5+5VwDy0cUfxT+t+qepAyfKnbLgjRIcd2MCKUaABW+KHWgqbsfIpbUzQyfwZucL49tfX3gtluWvMYQjWsFLg7v9Y3ik6cfj88zOnoebSu8Om9cX8OKXjT8Y/xllcyAvLxsTkBPQEryffuPT2Nq8FTPzZuLxOx5HritUsY5JqhNgwctPBxNgAkSABS8/B0lPwIjgpU1IhStdKvvYzM8a2lssglc+b4Y9Ew/N+HTEvNI5CtKK8N7qjxlaGzeaWgS0BK/42TP3PoPZ+fG99JhK1FnwptJp8l6YQPQEWPBGz457JoiAUcG7s3sLjvTvG18VeVrJ46pnVgpemus91R9BYVp4FTX5HDeU3om67AV6S+PPpxgBJcHb2N+I9z3/Pgx6BvHpFZ/Gw0sfnmJUYtsuC97Y+HFvJpAqBFjwpspJpvA+jApeSk/2RMuvhEIPZFmObLy3+uNw2V2adKwWvOS9JS+u1ORzTM+swe3l70rhU+OtRUNASfDe8/Q9ONd3DjfNvAnfv/b7Ql5pLRtwD+Cps0/ht8d/i56xHkzLmYY1FWvw5fVfVu0mzvuZFZ/BJ5d+Ensv7cV/7PwPdAx3oDCjEIuKF+H2mttx48wbdccQL9w9cuwRvN74OlqHWkEZU6pyqvDVDV8VLo8p2TMNz2Bn60683fw2hjxDyHRmYnX5amyq3oT3z3+/Ls5v7vomdrbtFNZcnVONa6ZdI8Q4v3j+RfzL2//Cl9Z0CXIDJpDaBFjwpvb5psTujApe2uzZoXq80fn8+L4X5a7AVcXqf6SpodWC98MzPoN0e0YY+z80/wwD3v7xn+kVw0iJg+NNmCYgF7yUZ3rpo8ELjns+sEcQgVr21zN/xff3fR/97tCzJra/bvp1+PqmryM/PT9iCHHeO2bfAZfDhafOKGcz2Pn+nchx5SguQbr2ty6+hc+8+ZmIdiR43zU3/IserfU7e76D5xqeU93az2/6OTZUbVD9/CeHfoKfHf5ZxOff2PQNlGaV4uHXHmbBa/pp5A5MILUIsOCN83m2fWcPAqM+VH1N/T/W8VjC2Pk+dD9xCrmbpyNng/GMBfFYS6xjmhG8NNcvGr8Pf8A/Pm2xqxTvqvqw6jJiEbxU5OLx5l+Mj63muR3yDuAPLT8PWxd5eKk9GxMQCUhF4/72/fjoKx8VPiLBt65ynSao1xpfw+fe+pzQ5p7ae/CNq74x3n5763Z86rVPCf++omwFfnvbb8PGkqY6y3Bm4Itrv4gH5jwgtLk8chn/9s6/gcYg+8Mdf8CSkmD6NKmJY9BlOvLQPnvvs8IFOzK3z40drTtw7fRrFffw+MnHhdLd10+/HtNyp423IS/xD/b/ACT83zvvvYpe6mW/XSb8XhGfb131LZRllQn9vX4vVv1+1fjvHKcl498zJjC1CegKXl/vGIYPdoAE1NiFfgS8fjjz0+EoykDOxipkzCmAzeWY2hQ1dt/8xW3Cp9O+c3VCGV3+3QmMHL8Me3Yaqr6yPqFzWz2ZWcG7q+ctHO7bG7aMh2d9QXVZsQjeVzqeBlVSE21T0Q1YnLdSca6tXS/j5GAovyqFXNxb+SBynXlWI+PxJikBUTTueP8O3P/s/bg0dElRoMq3R+Lu1r/civbhdtxTdw/Isym3DY9vwKA7GO4jz/MrFbw/vfGnuKr6qrDuw95h3PaX29A92o1PLPkE/mHlP0SML45Bby++t/l7uHnWzYZPgQQrhT0o2dd2fA1/OfMXzMidgRfuD2ViEduK8+79wF6QWJfab47/RvB4k7HgNXwc3JAJpCQBdcHrD6Dz18cwdjZUptWelQbYAf+gJwxGxRdWw1ms/aotJekZ2FTbt/cg4PGj6t/Nic7Lv6/HyLGuqIWyu7Efl/9wEvm31yBrWamBlSZvE7OCl3bSMHQSr3eGXpFqxcyaFbz0x5kKT7za8XQYtPWFm7Esf60myNODx7Gl68WwNhRysSBnmeof/OQ9GV6Z1QSkwpPGJg8pXVorzizGW+95S3U6KqxAl7Oun3E9fnTdjxTbkXi+6c83CZ+R97UmP/R2wUgxi9+e+C2+u/e7WF62HL+77XeqgvfJu57EgiLrLmRK1y0X6tuat+Hv3vg7Ia75yENHFPf9+a2fx6sXXmXBa/XDyuMxgUlGQFXwDmxtRt9L54XtZC4pQc6maqTPCnqivD2j8LQMovfpBjjLMlH6SU6ib/W5t/7HTvhHvFELXqvXM5HjRSN4ab1yIatW4UzeblXBRsXtUj7djrE2dLnb4fa7I9p8YubnDYlWpVLGec4CoRjF8vzI19ZU2e2yuwNH+/ehebQJD03/+4k8Dp47jgRE4UlxtF/b8DXh4tVVfwx6W7Wqr933zH0423tW8LySB1bNrn3yWiFEgWJ5760LFrAgMyJ4nzz1JL6+6+tYWLwQT9z5hKrgPfyhw4Z+D4xi7BrpwnVPXqfI4NfHfi2EPNCFuFceeEVxyP8+9N/438P/y4LXKHBuxwRSlICq4BVfxVd+cS0cBekpuv3k3dZEhUIkI5FoBe/unq041LcnbEtKoQ1KAtQMBwphoEIXDpvx0J7dPW/jUN9uM9OMt9UKz4hqQO6UNASUsjSQB5M8mSTqnr7nacWLa6t/vxpjvjF8d/N3ceusW1X389BLD+FAxwF8bMnH8NmVoTzVVgpeLWGutjDKCiHGK2sdhnzsb+3+Fij+d23FWvzqll8pdn367NP4yvavsOBNmqecF8IEJoaAruCd9u2roZMFZ2JWnsqz+gNo/td3hB0mOvY3GbFGK3i9AQ/+SGnKvAPj27q38gMoT68K22a0gpdeo87MqsMtZSFPmRl+f2z5Jfo8PWa6CG1Z8JpGNmk6KAnetqE23Pv0vaA42g8s+IBwoUxum5/YLMTXUuwuxfCq2Xueew/qu+sFsUuiV7SJFLyUWYJSoIlxvA8ueFC4uJbvyhdCOSj/8Ge3BMW5XPCSd5e8vEtLl+Kx2x9T3PafT/9ZGJ9jeCfNrwEvlAnEhYCu4K38l7VwFMbg4Q0A3X86BXfjAHz9Y7DnpCH/1hpkLS01JqQDQO8zZzHW1A9v+zBgs8Ge6UTm4hKkz84Xwi2k5mkdQvuPD2iKxaHdbeh56ixc1Tko+8yKCLBy76p/yIOu3xwHXeAj8e8ozEDh/XOQVp4V0dfdNICO/zkU8XM94eppH8bA283wtA3B2zEsXA5Us+pvbILNGXnBQ2nujPlFKPnwIsMPD110GzneJVx4gz9g6rx8/W50P3lKWD+FY9gcdjjyXMheW4GMeUVwlkYX5x2t4KVNnxs6hdc6nx3ff5GrFA9UfijslasZwZvjzEW6PRMlrnKsLtiInBgunNEf+LNDJ7Cl6yXD50NinUQ7W2oSUKu09lj9Y0LqLrrYRSEDcnvg2Qdwuue0bmEKURjHM6TBrIeXMilQFgfKFUyCnTzZUmsdbMUtf7lFUfD+6uiv8MMDPxQE8kv3K/8e/fLoL/GjAz9iwZuavzK8KyZgmICq4O178bwgwEjgFdxVi5wNVcYE6pWp3c0D6PrVMUH4kKWVZcFZkglP5wi8ncPCz+xZTlT9u3q6ruYvbQMCob2klWcDgQC8vWMIuH2A3YZp3wq/TWyl4C35yCJ0PXpiXPg5sl3w0Nr9AVR+aS0c+ZFfBOiC2ti5XviHvPAPe9D7/DlN8S3ubvRUN+iimWj9b14U/m/e9dMjDjPvxpnC3uUmnXtofzvGGnphVPDKzytjQRFsNlvYeZX/0ypFkU/rEL8k2NIdcFVmw57jAglgb/sQ/GM+QwwMP7XckAmkKAGt0sIrfrdCSLX1qWWfwt8vD4/j3tq8FZ9+49NCDt3X3/06CtMLIwj94ugv8OMDPxZ+The8pAUsJtLDq7VnWuujxx/F9/Z9T1Hw9oz24JonrlH8jH5IXyrpoh4Vo2APb4r+0vC2mIBBAqqCl4Rq+48OBL2aJFirclD+6eWKQktpLso/K/Yt/+xKpFVkjze79P3946JXzVs5eroHXb8+JvTJv60GWSvKBG+hYAFg4J1mIVsEfSY1KwUveZL9o17krK9CwT21wam9foyd6QUJQiMWbSxutP3ENfW/2YT+VxsNC17xvFzTc1H4wBzF83KWZqH8H1dEepclIRgR5xkA+l9rhLttECUPGfc0G2HLbZhAqhHQEn//dfC/8PMjP4fT7sSf7vpTWMUyylNLF9caehtAxSO+c/V3ItAYTUum5qE1emnNrIdXa8+dI51493PvFi7akSmNLfbf9+A+pDvCnRBiWWHqy4I31X5beD9MwBwB3Ty8FE4wtOcSAr6Qq9U1Ixe5V0+LCCcQpyZPY8tXgknKix9cIIQfyI3GHdzZphhWQK/TKY8sGWWAoNAFo2al4M1eUyGIv1gsWuEabb9oBK/0vNRCL7TOyzfgRts3gxew9EI3YmHJfZkyAfWpAAAgAElEQVRAqhPQ83ZSMYoPvxwsovKFNV/AhxZ+KAyJWISBfri4ZDHKs8px/PJxIZ8vGRVl+PUtvx4vCCF2nkgPL+UPbhlsEZZCBS0otIHikQ93Hsb5vvP46OKPCnG6ZEqCl/LsUr5dMro4SvvOSstC/eV6UJnlz63+nJBOjQVvqv/28P6YgDYBXcFL3b3doxja2YqBbcH/KIlW9rfL4JoZmTSfcvd2/vIobGl2VH11g2K86ciRTiFPLIVMVH1tI+zpoRvuFF9LcbZqMbZaW7JS8Jb/wwrBsx2LRStco+0nrtWMh1d6XtVf36S4Xel5CRcZZSaut/QTS5BeWxALMu7LBKYsAT3BK4jCR4NVzqjIAhVbkNqWi1vwjV3fEF7hy40yGXz76m+PVyKTfj6RgpfSqVEVOCqaIbdPL/80Hl728PielQQvebd/uP+H46JYOsb3N39fyE1M4SAseKfsrxVvnAkIBAwJXjmrnr+ewdC+diGWlWJJy/5uGVzTcseb9T7TgMGdrYYRy724bd/aLcR/0sUwuvBkxqwUvFZ4K6MVrtH2i0bwmj0vJS5UiY+eC2/nyPhxUdhH9uoKZC4qNnOE3JYJMAEmwASYABNgApYSiErw0groglXHT4O3hTMXFqP4QwvHF9b9xCmhHLFRK/34EqTXhbyCLf++Q7iUVvT++aarhLHgDVI34+E1e16qXwT8ASFDhbs5WL5UtKL3zUPW8mB9ezYmwASYABNgAkyACSSaQNSClxY6fjPf5UD1f4aqU4khCZTFIF0h5EG+ydwbpkPIwHDF2r6xG75BtxA/S3G0ZsyI4B3Y1oy+F84bTktmZn5522g9tdH2E+c3I3jNnlfR38zXROK5NITh/R0gzqJReWP6AsPGBJgAE2ACTIAJMIFEE7BE8NKipV4/SrHV9chx2LPTUPXl9abSmdFYlMt1+EAH0mvyUfqwubLFno5htP/f/QJHNU9k16PHMVrfzYL3ytMWdl5fWW/tM8hFNKzlyaMxASbABJgAE2ACpglYIngFYSsRShSOQGEJZFT0gHLBmjEKh6DX7GTln1mBtGrjF8f0MgbQ2lq/vguUmcBo4Qkza5e3jdZTG20/cX4zHl7peVkRt6zKgKv2xfIocV8mwASYABNgAkwgSgKqgpdEIV02yrt+RrDAgqTOAWVQoMIIvr4xIRMDFSRwFmWELeHS9/bB2xW8wESXz6giGuW1JQuM+eBuGcTY2R5kzC8GpTmT2/DhTnQ/flKxP/2QUpeN1l9G4bvmRvQVxWLhfXXIXls5vnbKqdv6tZ3j7SeD4P1/7Z0FdFTX9sa/uIcESEKw4AR3LVKg1O1VX1/d++oury1113/d3VtaKkiLFYq7E1yTkEDc/b/2GW6YzNyZuWOZCfn2Wm/1Mffo71zab/bss7fkrjWa89cchDOCV/pp5xUUHYrYk1MaXBbUzivvp+1o+e9Uq/MqXpwOBAYivGe81XtgXv3NG2Laxfee3UiABEiABEiABJoRAYelhYVFQGgQgmJCEBAcBCmzK/G16vOgABWXqZdnV27rS2oyEcWmxjAVM6ipg4QdaJZ480BdwSvPNeFq2V/mry01VXDTE1EZjy2pr+4lxSqkmIJ4fqvSTZepWpzeGfm/7/a4h1fWVZNXoQpuiLiW4h1SsU7NeVpnBIYHqS8PAeHBqsqcVJ+zZZLHWLzQYlqVOqlYJtkr2twzxKqb5dyl6w6rSmtS3U7ioM3nDutknUrO8ryknHRgeLCh8ypelF5fUU7CUGRvkr1DLjbKesXky46kqKORAAmQAAmQAAmQQGMTsCl4q7JKIbGdIpxqCiuUV1YJl/BgRPRPQETfVirG1ogV/LkXFbsKUJVeBAQEqBAF8a5KZgbJ8GDPpOBF3tTtqDxQhOqcciWyAyNDEDkwQfXVywMs44kwl+IVVdkmL7MIuIherRB7Ukf1ZxHTnvbwFszcg6IFxy5q2duXCPHk/42wu/fqvHLkfLkVNbnlJvaRwQhOiEDrq/ta9XNmbnue1qqsEnXmpauyVGlk8/OSLwoBwYG6ay6cux+V+wtRua8IdVU1UgFalSEObRtt8sJbV0I28uqwDQmQAAmQAAmQAAm4TcCtGF63Z+cAJEACJEACJEACJEACJOBlAhS8XgbM4UmABEiABEiABEiABHxLgILXt/w5OwmQAAmQAAmQAAmQgJcJUPB6GTCHJwESIAESIAESIAES8C0BCl7f8ufsJEACJEACJEACJEACXiZAwetlwByeBEiABEiABEiABEjAtwQoeH3Ln7OTAAmQAAmQAAmQAAl4mQAFr5cBc3gSIAESIAESIAESIAHfEqDg9S1/zk4CJEACJEACJEACJOBlAhS8XgbM4UmABEiABEiABEiABHxLgILXt/w5OwmQAAmQAAmQAAmQgJcJUPB6GTCHJwESIAESIAESIAES8C0BCl7f8ufsJEACJEACJEACJEACXiZAwetlwByeBEiABEiABEiABEjAtwQoeH3Ln7OTAAmQAAmQAAmQAAl4mQAFr5cBc3gSIAESIAESIAESIAHfEqDg9S1/zk4CJEACJEACJEACJOBlAhS8XgbM4UmABEiABEiABEiABHxLgILXt/w5exMksGZ/HuanZeOXtenILalEeEgQ2sZF4JoTOmNSr0S0iAixu6tOD05Xz/c+f0YT3P2xJf+0+iDu/XE9eiTF4K+7xnl0L8L2ru/XWY3Z1Jl5FBIHIwESIAESMEyAgtcwKjYkAeC8d5ZABK8tiwgJwgOnpeKq0Z1stnFV8Iq4ziutRNeEaL84Cm8K3uKKaqzcm4vc4krkllbimelbj4svCX5xcFwECZAACTRDAhS8zfDQuWXnCTw7Yys+WLi7vuMZ/ZLx8kUDIAK3sroWaYeKcOs3a9CmRTh+uHGU8xMY6NH/ib9QWFblN55hbwpeSxyufkkwgJVNSIAESIAEmgEBCt5mcMjcovsENMEl4QrvXjYEo7u2shq0tq4OeSVVaBUd6v6EOiP4m+ij4PXKMXNQEiABEiABLxCg4PUCVA55fBEQr6p4V8Vm3D4WvdvG+mSDFLxNP+7ZJy8OJyUBEiABEgAFL18CEnBAYPTz85CRX4ZuidGYc/d4p3mt3Z+Pf72z2KqfowtY27OK8P7C3UjLLMSO7GIVOmHLtj19GsKCA3UfT119EP/sPIJ5adkoqahWF+x6JEVjfI9EXDEqxeF+Hv11ExbtOILDRRWq78TURDx4Wip+W5+B279da/fSWl0dcM+P67BmXz4OF1cgLjIEA9rH4a3/DEJgQIDDubUG/ib2DS+cDUmABEiABPyCAAWvXxwDF+GvBHZmF+OkVxeo5T12Vh9cfYLty2i29uCq4H3y9y34ZPEeQ2j0BG9BWRWe+H0zfl6TbnOML68dgbHdW9t8/urs7Xhj7g6r5y9fOABJsWG4/OMVNgXvrsPFuPO7ddiYXmDVP7VNjAoN6dw6ytD+KHgNYWIjEiABEiABGwQoePlqkIAdAprojI0IwfopJ8MJp6TNUV0Vb670+2LpPlRW1+DkPm3QsWWkWlN1TR0+XrwHz8/cCvHAXjYyBU+f29dqvV0emgGJS5Z45VcvHog2seH1/Xs+OhM1tXXqz3ppyURsDzgaBjLrznEQgavZpvQCnPnmIvVHe55p8wW5sne+2CRAAiRAAiSgEaDg5btAAnYI3P3DOuUh9WSuWVfFmyv9RLDaCh14cOoGfLfyADq1isLf951oRUGbb+tTp6psFOYmGSskc4UtwatltZAUanPvsQ4D6fPYnyq84pl/9cWlIxyHVbiyd77YJEACJEACJEDBy3eABAwQuOazlSr2dXjnlh5LN+aqeHO1n61tZhaUYdRz89Rjy3ji+duycfWnK5VHe89z+gUybvl6DaZvzLT6MrBo5xFc9tFyVZBjw2MnI1QntviPDZkqjZuI8Q2Pn4zosGC7p+HpvRs4ejZpIgTazLcuUHJ9+wQ81b1dE9kBl0kCJNAYBOjhbQzKnKPJErjz+3WYtjYdqcmxmHXHWI/sw1Xx5mo/W4uWS2jDnpmjK3jfW7ALz89MQ7v4CCx+YKLuEK/N3o7/m7vDSvC+NW8nXv5rG/q0jcX02/WZSVGJC99bqsa1DHnQm8zTe/fIQXIQjxPIrqxC/8Wb1bhnJ8bhgz6OY+YpeD1+DByQBI5LAhS8x+WxclOeIjDl102QONiEmDCsfPgkjwzrqnhztZ9cvFu4/TBmbT6E/NIqZBeVq4wPFdW19XG4lh5eEbsiegd2iMO0W07Q3ffnS/bisd82WwlejZlRWN/fMBIjuljnNTbv7+reja6B7fyDwGfpR/Dg9oNqMZFBgdg9rr/Dha0tLEVuVTW2l5bjh8xcbC0physeXhkjNDAQ0UH62U4cLoQNSIAE/JoABa9fHw8X52sCq/fl4fx3l6hlSFaB0/q2cXtJroo3Z/t9v/IAHvp5o7p4FhQYoMody8W1Di0jVbhBUXkVbvxytdqPLcE7qGMcfrlZX/B+u2K/Gt8yvvnhXzbh6+X7kNwiHENSWjrkddukbuiZdOxSm14HZ/fucFI28DsCIjj7Ld6MiMAAFNeYUvAdmjDQqXXesmUfpmblOS14a+rq0HvRJrzQsz3OTYx3ak42JgESaBoEKHibxjlxlT4iIF7QgU/8hbKqGkzunYQPrxjq9kpcFW/O9EvPK8OEV/5WntyRXVpB0oi1j49osPaDeWUY84J+DO+7f+/CC7PSlEBeeP8E3T2/M38nXvxzm5Xg1UIdTujWGl9fN8JtXjKAM3v3yIQcpNEJfJWRg3u3HcB17RMg/7+8thb7xw9AaKDxfM2uCt41haU4ffV2vNcnhYK30U+eE5oTWPLrFvXH0ef0JhgPE6Dg9TBQDnf8EdhwsABnv2VKo7X5iVMQ5eCClSMCroo3Z/ppXlZZi60CFx/+sxvPTDdlWrBsk1tSicFPzdZ9Jh+qdGXPzcOhwnIrwVtaWYOhT8+G/POTq4apQhXumjN7d3cu9vcNgQ5/r0dVXR12jeuvBO9jO9NxUZuWeKNXR8MLckXwVtfV4by1O7GioISC14z0zjUZyD6Qrz6JjAnDwIlddc9hzZydKC+pRP/xnREd1/BLteGDc9CwqrIG1ZXVCA0PQZCNAjuemsvX41Dweu8EKHi9x5YjH0cENMElMa3vXT6kPietK1t0Vbw50++pP7bg40WmohV6gje7qAKn/98/OFJcYbONNl/aU6eqEAhz+2n1Qdz743r1kV7KNi0GWLzKi2xcepO+khM4OMixB8+ZvbtyJuzjewLa5TMJY9hTVoFRy7aiRXAQNo3pixCDCbCdEbzvHziMzcVlmJadh8qjOaVtUdg3vj/CAvVjewuqa3Dj5r3YVlKOkppaJIWG4JXUDhjewlhRFd+T11+BueCVFqkjOqClWT5trVdjCN5tKw4iJ7MQPYa2R+t2vint3ljnRMHrPdIUvN5jy5GPIwI5xZW4/JPl2JJRWL8r+W9wbHgISiqrlXATG5oSj5/+O7q+jQhKCR1Izy9DUXk1Csuq6vPXPnBaKmLDg5HcIgIx4cGIjwxV5YttWeqjs1BeVaMed0+MRqfWUSiuqEZ2YYVVrlsJZZj06gIcyC1V7Qd0iMOoLq2QU1KJH1cdUJ/dNL6rupgmpieKtVy68jw4MAAn9U5SuXM3pReq+N+HTu8FEda2chRLyjNJfSYmrKQscWRIEKQohQhuMYkPljhhc5MyzuI5lrAMxay8SmWMEJM5hVXbo8zkMqFWUOM4et2a3VaKqmvQ/Z+Nat9a3O6zuzPxxr4sXJLcEq+lGvPyOiN4n9+dWc/50/QjEOF6ekIL9Ig0FVgxt3s7t0Gwheh+YU8mXtubpZoFBQSgf0wE4oKDkFZSjsyKKvV518gwLB7Rq0mep6XglU3o/czeGIJXE4EUvE3yVfKbRVPw+s1RcCH+TkCE7dCn5qh4Xls2rFNL/HjTqPrHL8xMw7tHRaWj/Ukls2X/m2Sz2ewtWbjju7UqVMDS9ATrtqwiXPXJCmQWlDdoLrlv7zypO26f1N1ubKxUYZM4Xk0Umw/y9qWDcUrvNuj28AybglfCIh7+ZSNmbjpkc09SlEKKU5jb9V+sguzViEl2B8nyQGvaBOSimYjVfjERmD20p9qMFlcbHxKMrWOsKwHq7dgZwWvef+SyrdhbVuFUSIN5OrRNJ/RF69BjuaSHLN2C9PJKNcXBEwdYieWmcFoUvL45JXp4vcedgtd7bDnycUhAPL2zt2ZhwbZsLNudq7yP4pltFxeBK0alKC9oi4gQrwhe9R/PvDLc+OUq7D/quZW5uyRE4bOrh+vSFo/ylZ+ugKQmCw4MRFKLcLx+8cD6Ur9GQgX+98tGLNmZg8PFFWgfF4GJvRLxwKmpaj7p76gKnVxsW7YrBwfySpV3V7ziZ/RPxphurdVFQEuj4D0O/+I42NLVG/dg5pECiCf13k6mTCjym0ny0aISRrM1NJbglVhjiTkWu7hNS/yfRZzxwfJKTFy5DYXVNXixZwdc0dZ+2j1/PHFzwRvVIhwlBeXoP74LouMaesC97eGtq6vD0t+OVnVkSIM/vipNZk0UvE3mqLhQEiABEjj+CPyWnY8bNu9Fu/BQrB7V8Ga65kVNP3GAChtwZI0leO/Yuh/fH8rFaa1b4NN+nXWXlVFRhcFLTEU0Fo1IRTedUAlH+/Hlc3PBO/rs3lg7byfKSioxaGI3RESH1i/NkeAtK67A2rmm0ClLi4wNw8AJ1pfh9mw8hMzduYa2P/KsXgg8mslj4z97UZRbihFnpDa43FaUV4aNC013GizDMrL25WHXukx0H9IOCe1b1M+ZtS8f+zZnoVrnFz2JZe42qC2CQxvebdA6Hz5QgB1r0tF1YFuEhAVBWOqNoxciYs/De3D7Eezfmq1CxGTsRItwMJk/Y2eOalNrJy69uWaAoOA19FeKjUiABEiABLxB4PrNe/F7dj6uad8az3Zv32AKieuV+N6pA7vhhHjb8e1ap8YSvONXpKlLag91ScYdKda/Umjr6bd4Ew5XVuP11I74d7LjnNTe4OvqmA0E7zm9IQJw17oMJbJE7GlmT/AW55dhy5L99WJPu/RWVlwJEcJikv1BskCYW15WsRKumonQE2uZHGPVtkNqAgKOfhnShHLfMZ0Q2yqyvr+IwL2bTWFSw07tgRCzTDu7N2Ti0J48DJp0TMiLYNTmlKGj4iIQHBKE0sJyVJZXq3FE9EsfPdMEr6zt4LbDkPAwmVPEb01VLSrKTDHezgpeTQz3HNYerdrqX97T2kg2C/HMh4QGo7KiCqWFFaipNuW3puB19W8F+5EACZAACZCAiwT0SgNbDpUYGoJ1o/vAUUrexhK8KQs2oKK2Fu/36YRzEhteujRf+zlrdmB5QQluS0nCw12SXSTkm26WgldWoed9tCd4tfaWHlcZq7KsCmvn7VIirMuAZLTpZLvgh9FLayKk187diaSUeHQdeIz3ylnbkdI7EQfSDqN1+xbq/yurA5ZNT0NMywj0GZ1i+qi2Dkt/N4VQWIp7+ayitArr/t6lhGvXAclI0lm3JnilvT1xqneyeoz3bclG+o4jymvda2THBmLefAwR0qv/2qHaCXNaQwL08PKNIAESIAES8BkBTfAmhx2LfTdfTHZlNaQS2q+DumNEnP1UX40lePsu3oQjldUqdldieG3Z5JXbsLG4TIldEb1NyfQE74qZ21BdWYNhp/VEyNGf820J3tqaWiz7w5RdxZZHUfOuSlywxAfbMqOCV/ovn5GGyOgw9BtnCjXRRPCAE7sor21VRTXEA6yeFVUo0d2+e2t0PCqCjxwswPbV6SpMYugpPXTDFkR8iggNjwrF4JOsvbzmgtdZb6ql4N27KQsZu3LUemUP4rW1ZbI3Eff2mDeld9DTa6Xg9TRRjkcCJEACJGCIwOycQly+YTeigwKxc1x/3T4SKysxsyKI147uY3fcxhK89287gC8ycnBy61h80U9fqMnFtaFLTVWzFgxPRc8o20LFEKxGbqQneCUOVTyIEkIw5OTuypNoS/Bq8aYi0ESo6VlhTik2LdrrUKA5I3g1b6gWorBzbQay9+cr0V1wpASbF++rL5IhYQ4S7jD05O4IPXrZeN28XSgtqkDHXolo36O1TeoiLEVgSniHZSytJniDggIx4kznPK3mglcLrRBh3Xt0CsIj9b8Umi9SvNPipRYT9rK25C5NK5zGW686Ba+3yHJcEiABEiABuwRu37ofPxzKVWEBEh6gZ3lV1ei1aJN65Chbg6uCd+zyNOwoLcdLPTvgcgMZFTShLmWPJdSiZcixlGTaHv5vXxae252JtmEhWD26DxxfufOvl0VP8MoKNZHYqU8S2nZrpS6kSTyuZaW13RsO4dAeYxfPZFx7nlBnBG9ORiG2rTxYH0qgCXIZX8Inlk9PQ+d+bZQI3LxkHwoOlzSYe+XMbZDKbnpC1vyE1v+9W2WukPCIdt0bCmNN8IpAHTy5u1MHq+21S/82EIZislZZsxGTLxESay2ebc3i28QgqWOcioFuzkbB25xPn3snARIgAR8RkNRefRdtUgUfHMXCmldhs7dcVwXvv9buxNL8YlzWthVe7tnBIRHzlGnnJ8Xj7d6m+E/NzNOSPd6tHW7qkOBwTH9rYEvwyqWtVX9uR2h4sBJzkv3AlLKsYWlhyVIgws+oeUrwanGs4p0VoWj5E78ISqnWJkUstBAN87mX/b5VZThwVORCPNMiLkXs1scEH92sJnjtXWyzxUUTvOobkslRq8yRADcfT1K5bVy4F3Jp0Nx6DGmnYpibq1HwNteT575JgARIwIcE7kk7gK8zczCpVSy+7m87flOWqAneWUN6YGDssdv3UtxhW2m5ynebXl6Fnw7lYmtJOQbHRuLMhDiV6iwmKBBdI8OREnEslZbltmWcE5anobzWdIv9lNYmUbCrtAIlNTW6oRQS0vDg9gOQX48lZZoUzRBPb1pxGSQlmZiRMAwfHoHdqW0JXum09LctKvOA/NQeFhmivKSWglcuiB3YdhgtEqLqL4S5uldnPLwyh7QXsSniTtYhGRIkO4P2TP7Ze1RHbFm6X31mLnjXzd+tsjF4IqTBHcGrpUmTNeZnF6t1SrywMHfWpCzzwW1H1BcTy/06O1ZTbk/B25RPj2snARIggSZIQC6h9Vu8GblV1XgltQMuTbZfmGHSym3YXFyGWzom4tGux1JiXbVxD2YdcexFHBUXjV8G6aeQ0vDJODKepcUGB2H72H66lP88UoAHth/EoaMC17yRpFF7q1eKEr1N0ewJ3u2rDuJIuqnMuqQayz1UZCV4JbXY1mX71eU2ueTmjrkieCXOOL5NNHIzi9AqORY9h5tS3mljSYiApDGzFIC71mcia2+e2lfqCH1vv2RqWD17h+qrl1bNEx5eTYRLGMbGf/aotGIioPuN7Wwz/689xvIFRb6oUPC68yayLwmQAAmQAAmQwHFFwJ7glY2KmBVRK6ENEuZg6eE1F5eS7UDa2TK5ZBVgJ+ecJlIt043ZGq8+LOBog/7jOiM6PkL9SVt3XGK08pxq4Q3mY2n9pRCFeFrNzTwtWae+SWjb1frLmicFrzZ3cX45NizYbVewGuXobOaI4+XFpof3eDlJ7oMESIAESIAEPETAkeA1z7AgU+oJXu3CmIQUdOyVoPLjaiaey5L8cuxcl6FEZcxRQaq3fE2Aitd21Nm9HO5QMkloxR0CgwIw4vTUekGtZY+Q0IDykkroiVYpZSxxsGKWhSrEsyuiV2zkmb0g41uaNwSv+gIhHto66F6Uk+dSnU4YxSVGWYU+2Ks25xDocdKAgvc4OUhugwRIgARIgAQ8RcCR4JV5tLAFW4JXPpeMB5L5wJZJed5+YzshIrphtTXz9hIysWNVOmpqTDHW5qbnrdTy5Eo7ubwm8biaqUwNM9KUcJQqasOlDHFQoNW4Mufu9Zn1ldXMG7RoHaVEui2vtbcEr6xBy10cGBSIkRYpzyT9mqRhs2VSyrnHkPaQfzZHo+BtjqfOPZMACZAACZCAHQJGBK9017yveh5ebXiJP5WCDln781WZYfGJSrne6BbhSOmbpIo8ODLxqmbuyUXWvjzUVtciLDJUxbRK5TFL0/LtyufyPD6pYVlq7WKaCL+BE7ranFqKZ6StOKgusYnYDg0LQZcBbSCC1555U/Cax+Ka5w/W1iMXBYvzylCYW4ramjol7CNiwiDFPboNbIsmlx/P0YvhxHMKXidgsSkJkAAJkAAJkAAJkEDTI0DB2/TOjCsmARIgARIgARIgARJwggAFrxOw2JQESIAESIAESIAESKDpEaDgbXpnxhWTAAmQAAmQAAmQAAk4QYCC1wlYbEoCJEACJEACJEACJND0CFDwNr0z44pJgARIgARIgARIgAScIEDB6wQsNiUBEiABEiABEiABEmh6BCh4m96ZccUkQAIkQAIkQAIkQAJOEKDgdQIWm5IACZAACZAACZAACTQ9AhS8Te/MuGISIAESIAESIAESIAEnCFDwOgGLTUmABEiABEiABEiABJoeAQrepndmXDEJkAAJkAAJkAAJkIATBCh4nYDFpiRAAiRAAiRAAiRAAk2PAAVv0zszrpgESIAESIAESIAESMAJAhS8TsBiUxIgARIgARIgARIggaZHgIK36Z0ZV0wCJEACJEACJEACJOAEAQpeJ2CxKQmQAAmQAAmQAAmQQNMjQMHb9M6MK/YmgQ3fAz/fYD3D4wXenJVjkwAJkAAJkAAJeJEABa8X4XJoFwk83qJhx8BgIDwWiEoARt0K9DkPCIt2cXAH3Sh4vcOVo5IACZAACZCADwlQ8PoQPqe2QUATvG0HmhpUlQMlh4HSnGMdxtwJnPSE9xFqa6GH1/usOQMJkAAJkAAJeIkABa+XwHJYNwjYEpl5+4C3hwHVFabBr5oOdBrjxkQGulLwGpb+Lx8AACAASURBVIDEJiRAAiRAAiTg3wQoeP37fJrn6uyJzH2LgS/OAWqqgG6TgMt+9i4jCl7v8uXoJEACJEACJNAIBCh4GwEyp3CSgCORueMv4OsLTYN6O9TA0Vqc3BqbkwAJkAAJkAAJND4BCt7GZ84ZHRFwJDKzNgPvjrYteEtzge2zgCVvAIUZQGUx0KI9kNALOO8DINziUpy99Thai17f8gLgx6uAw2mmuWOSgbPeADqOdLRzPicBEiABEiABEvACAQpeL0DlkG4ScCQy134F/HoLEBgETMltOFltDfBkS9NnMW2AhJ4mgbt3ESBCWCwkAnj4kLFFOlqL+SjzngYWvmT6RNaWPBCIiAOyt5qEt1jr7sCtq4zNzVYkQAIkQAIkQAIeIUDB6xGMHMSjBByJzM/OMAnYDiOAa/+ynvrtEcDgy00pzDSTmN9l7wCzp5g+MRoK4Wgt5rObp1O7b6cpjZpmr/UBCg6a/jQlB5BUazQSIAESIAESIIFGIUDB2yiYOYlTBCxFZkWRSSymrwJ+PSpiU0absjQEBDo1NJwRsEoYHw1/cCSQN/4ETL0WCA4H7kkDIuKt17XoNWDO40B8J+CO9c6tm61JgARIgARIgARcJkDB6zI6dvQaAcvCE3oTPbDPFC7grGljP5INBIc57m1U8E67GVj3NZB6JvDvr/XHLUgHXuttenbrSqB1D8fzswUJkAAJkAAJkIDbBCh43UbIATxOwJ7gFZE7/AZgwsOuTVsveLNM3lhHZlTwvjPSFKs7aQow9h7bo77cHSjOBs55Gxh0maPZ+ZwESIAESIAESMADBCh4PQCRQ3iYgFGRaWvaDycC6avtL+oRDwvep5OA6nLggk+BvufZnvuTU4H9S4ExdwEnPe5hcByOBEiABEiABEhAj4BvBe+0/3rmVM591zPjcBT/IOCO4F3zBfDbbaZ9SBqwdkNMMbNxKabsDJ+fZXrmacH7UjdT+eNz3wEGXmqb4/tjgcwNJrEropdGAiRAAiRAAiTgdQK+FbyasJELPnL5qLLE5CVz1hxdKHJ2PLb3LQFXBe/i14HZjwHhscBdW4CwGOt9eCuk4Y87gVWfAj1PAy75Tp9f/gHg9b6mZzcvAxJ7+ZYzZycBEiABEiCBZkLAPwSv5CwdfAXQfjjQ+1ygtgqQfKqoM3YMka2MtWOrpkHAVcH7x13Aqk+AzuOAK3/X36u3BK8UuvjmYtNFuLu3Anrv5D+vAHOfBFq0A+7cDAQENI3z4CpJgARIgARIoIkT8K3gFXhbfgXS1wCrPgYk/ZS5idc3IRUYdbNJDEsRAdrxT8BVwaulBhNClqEFkrf3t1uB3D0mfp4OaZAxn2wF1Fabxr93BxCdeOysxLMrHl4xKXoh4RU0EiABEiABEiCBRiHge8GrbbOuDsjZAaz8yCSAszYBVWUNIXSbZBK+7YcB8v9pxycBVwVvdQXw9jAgb5+Jy9CrgbAWQOkRQKqziSX2BrK36AteyfUrFdEKDgDlhUBFgSlEQmzyk6aKbbHtTCET0Umm2GBzk5CG6XcDdbVHK60NMHl6ZT5JSSYW29bkAaaRAAmQAAmQAAk0GgH/EbyWWxZP2dqvgYzVpn9qnjOtnXh+RfiK91dEDO34IeCq4BUCIi7fGWXNQn4tOPEhoDAdWP2ZvuD97j9A2nRjHDuNMRW+sLRtM4A/7gaKMq2fdR4L/OsDk+ilkQAJkAAJkAAJNBoB/xW8egjkJ+GMtcCev4GVHx9rwUtrjfbCcCISIAESIAESIAESaGoE/F/wFmeZxG3GGmDHbGu+tjxtTe0kuF4SIAESIAESIAESIAGvEPAPwVtRDKz+xBS7u/kX643GJAPthwIjbgLaDgJCo7wCg4OSAAmQAAmQAAmQAAkcfwR8K3iXv2+6pJaz03TRx9xCI4FhN5gKB/Q++/gjzx2RAAmQAAmQgBcJFB7KwJbZ05EydBSSex3NAe7GfIs/flv1PuHaWxyO4um5HU7IBiTggIBvBa92OalVN6DfBaalFmcDctteXVIzmIf3vA950CRAAiRAAiTgUQKFWZnYu2IJirIP2Rw3MDgYo6680aPzemqwtLkzkbN3N0IjozDskqvcHtYZwevpud1ePAdo9gT8Q/C6ewy8tOYuQfYnARIgARKwIKAJPPOPg8PCUVNZgTpJpXnUjHg8fQFXBPvW2TPQZdQ4JHTt7vYSnBG8np7b7cVzgGZPgIK32b8CBEACJEACJGBJQDy76RvX1n/c++Qz0SK5HcSjW1tTg/QNa5C9Iw2hUdHod8a/mgVAZwRvswDCTTYpAr4VvE0KFRdLAiRAAiTQHAgs/+pjVFeUIygkBP3OOA9RrVo3h2073CMFr0NEbODHBCh4/fhwuDQSIAESIIHGJ6AJu64nnIg2qX0afwF+OiMFr58eDJdliID/CF6pkFWWB3QYAQQGN1z8tpmm6lh7FgDhcUBCD+CS74GQCEObZCMSIAESIAESMEKgLD8Pa6Z+o5q6GpsrY2xfMBvFRw5bTRkZ3wqpk05FRIs43eUc3rkN2xfMQbexE5DUozeWf/kRqisrrNraEuN6ccfxHVIgIRlGbMkn7zSIT5Y+QcEh6DJ6HHYsnGuTS1F2Fjb8/pPVFEbmrq6owIpvPkVdbY3uEkPCI9DjxMmIa9fB6rm234SuPRAYFISs7fql20defj2CQkONIGCb45SA7wVvYQYw5zFgww8mxBFxwMhbgLF3HxO+WjYH80OQ8qwXfWEqL0wjARIgARIgAQ8QyNq2BTsXzXdL8C7/6iOIiDP9Jy0eEbEtUFZYABHCYnLxTeJ+I+NbWq1YE7wdBw9HdOtEbPnrD9VG2tZUVqKytEQJ0mH/vlLFD1ta8eEsVJWXo6wwH7n796Ig4yCMiE4ZZ9+qZTi4frUaMiaxDUIjIpXYLshMbzCN3heB2ppqlObmoLQgX4WDODO37EeEtmZxbdsjKDRMzStjiUns9KDzLkF4TGyDtWiCN6pVAkpyTF8wTP1Dkbt/X72IbpXSBaknneaBN4RDNFUCvhe8emJWo/lIFvBKqsnzmzwASD0TkMpru+cDObtMrabkAoFBTZU/100CJEACJOBHBHYsmIPsnduUwBSB5axpl91E6A44+0IVB2xuy774ADVVVeojPeGoCV6tj6teZul/YN0q7F+93JDg3Tp7uhKp4nkeeO7FSmCam1zgk73ZWrclJ2fmdsRYE7XhsS0w5MLLdAWvfNj7lDMR3z6lwXNhvfrHL1FVVob2A4YgZehIR9Px+XFKwLeC9+BK4KOTTGgvnwZIPt79S4B/XgUOpwEXfwV8fxlw7jvAwEuPHYGkg3kyHpB/SpteZx2nx8NtkQAJkAAJNCYBTfjFJiWj35nnOTV1bXU1Vnz7qfLESthCq05drfrvXrIAmVs3GRK8ST17o9uYCU6twbyxM6Jzyafvoq62Ft3HTUJi91SrOSXcYMmn7/lU8AYEBmH01TfZFLy2vhzsWrwAh9I2oWXHTug1+QyXebJj0ybgW8E753Fg0WtAt5OAy6YeI1lRBLw/DmjdA9g+C9DLszvjPmDFB0D/i4HzPmjap8DVkwAJkAAJ+AUBCSHIO7APsW3aOp1uLD/jADbP/A2BQcEYcfl1KqbU0o7s2Ylt8/5UH4+84noEhTSMKzX38A489yLIT/WumjOCV/OiyrqDQ8N0p3Tm0pozczvan3lcsqWotfdMGzdj03rsWb4IMUlt0P/M8x1Nx+fHKQHfCt7X+5lCFP6XaR2WcGQH8NZQU0zvA/v08b/UDaguBx46eJweD7dFAiRAAiTQmAR2L12IzC0bVfzqsP9c7dTUWl+jnfqe8S+0aNO2QXNN8Eqs6pCLLjc6lG47Z0SnETFrpI22EGfm1vpIjHNe+n5VHU5idytLS1FXU4OaalMIiJgrgle8u+LljW6dgAHnXOQWU3ZuugR8K3if7wBEJQC3rbEmWFUGPNMGSOgJ3LJCn/C7owHJ7vBYftM9Aa6cBEiABEjAbwhkbF6PPcsW6YorR4uU7AoiWI1an9PORlzbhpkHNMErsbSDLzAL5TM6qFk7Z0SnETFrpI2rgnf9bz9BLtw5MgpeR4T43BYB3wpeubDWdiBwwwL99Tl6/sF4IGOdfsgDz5wESIAESIAEnCQgVdSWfmY8VtV8+P1rVuDA2pUqS0Cf085xcmZT8+YmeCuKi7Dmp69V9TqpZCcxxGHRMQ3YuRvSQA+vS6/icdeJgve4O1JuiARIgARIwB0CmsAacO5FiHYihlZifyUGOCQ8HMMvvdalJfha8OrFFWsb8YaHV0o07125VKURk1RrljHNMjcFr0uvEjtZEKDg5StBAiRAAiRAAmYEJA+v5OMVi0lIUvlbQyOjDDES8SYiTryU/c+6AKGRkYb6aY18JXi3/PkH8g7uU3mD5bKcXLwzt+wdaXYLT1hu0mg4hVwmk0tlMu/g8/9jxUrieFd++2n95wxpcOp1YmMzAr4XvHIpretE/UPZ9LPp0pqt57vmAWX5DGngK00CJEACJOAxApK7df2vP6CswHQ/RHLS9j3tHFUIIiAwUBV+yNm7C0VZh1BTVYluY4/9N0wKNUh1NLGQiEgMvuA/DbIeFBzKQH76ARzZtV33UpqvBG9hViY2/vGzWrdUNOtz6tn1PEXsyqUvKS4hZiQ3sFHBe3jXDmz/+y81rmVKNCk8IV8+ygsLKHg99nY334F8L3g9wV4vbZknxuUYJEACJEACzZKAFCpY8c0nVnsPiYhQVdQkZ62YXr7eVd99joqS4vq+4u2V8rzVlabMA5rZKzzhyqW1qrJSlOTmqOpoEhsrIRYiGiNi45DYsxfComIQHBqqqpWJR9XStKIZ8rmqtBYZqYpkiEBXQv/onvXWXXQ4S+UflnllfvO52/YbgKCQMIRFRyMkLLzB3BK7u3bqNygvKlTLiU5IUrG8VeVlyD5aJliKgJTm5eqKbSNpyRjD2yz/Cltt2reCd9p/PXMK577rmXE4CgmQAAmQAAmYERDhm7t/D9I3rVPVumqrq1TZ25YdUlSu3pYdOyM4TD9vrYg08VBWFBUqESj9Wnfuqjyoce066ubpdcfDu2/lUhzcoJP1yOJEJTxj2CVX6Z5zcc5hZKVtVtXmAgICVGhG71POQlhUtLpcJl5vPcFrLjztvUC25paSxsK5ND8PAQGBCIuKQo8TJyMyvhXshVNQ8PKvq1ECvhW8RlfJdiRAAiRAAiRAAiRAAiTgIgEKXhfBsRsJkAAJkAAJkAAJkEDTIEDB2zTOiaskARIggeOSwGuvvYaKigo8+OCDbu9v3bp1mDZtGhITE3HzzTe7PZ63Bti3bx9+/vlnjBkzBsOGDfPWNByXBEjAjAAFL18HEiABEiABhwRqa2vx5JNPqnaPP/643fbmbUXUnXTSSTbba2M5GtPhAgE0FcH7/fffY+vWrYiJicE999xjZGtsQwIk4CYB3wreP+4Ext0PxDasJW54T0WZwIIXgDNfN9yFDUmABEiABFwjYFSc7tmzB59//rma5IYbbkDbtrb/HS8e3qqqKtx///2uLcqsV1MRvPv378fUqVPVF4F+/fq5vW8OQAIk4JiAbwWvlA6+ZhbQcZTjleq12L8M+OQU5uF1jR57kQAJkIBTBDTBe8cddyA+3jqtlTbYzJkzsXz5ctVG2jaWNRXB21g8OA8JkMAxAr4XvJJSbKB1dRVDh7T+W+CXmyh4DcFiIxIgARJwj8Cvv/6KtWvXIiUlBVdffbXuYJmZmXj//ffVs+uvvx7t2rVzb1InelPwOgGLTUmgmRHwveA95Vlg1C2uYV/2DjDrIQpe1+ixFwmQAAk4RWDnzp346quvVH7We++9F1FR1uV258+fjwULFiAuLg533nmnU+O725iC112C7E8Cxy8B3wteT7BlpTVPUOQYJEACJOCQgGRBEGHZo0cP/Oc/1r/OaWEP1113Hdq3b2813sGDB/HRR6bSu+Zm9NKaCOp//vkHcjHO3M4991x1CezLL7+0m6Xhgw8+QEZGhu4+b7vtNrRq1Ur32YYNG1RmhbPPPhuDBw/G888/j/Lycqu2Z511FoYMGWJof7YYOjyEZtigKWS2OHToEN577z11OlOmTEFgYGAzPCn/3TIFr/+eDVdGAiRAAn5HYPv27fjmm28QHByMRx55xKawe+yxx5Qn2NLkgtrevXtRWlqKsrIyzJo1SzUxInjnzp2rxK6YiAkJl5B1iICtrKzEiBEjsGzZMpuCNz09HR9++KHqn5CQgJYtWyInJwdHjhxRn0VERKhQDUlrZmma4J0wYYK6hPf111+rJuLlljUUFRUpEX733XcjNjbWqr/MLXuW+bZt2wa52OfPgtfIeZhvsmPHjrjmmmu89r5qmS2E93333ee1edwZmILXHXre7+t7wTvpMWDs3a7tdNFrwJzHGdLgGj32IgESIAGXCNjK1iCC7sUXXzQsYM2FrhGBpbURL6x4Y81tyZIl+Ouvv9RHenl45Zm0ad26tcocERoa2qB/YWEhXn31VZtr1wSvNBAhL4LeVVu4cCHmzZvn14JXY2G+x+LiYiXqw8PDrfjJl4+LL77YVSQO+7mT2ULEcp8+fdC3b1+H87jTgILXHXre7+t7wSspxYbqX35wuP3VnwG/30HB6xAUG5AACZCA5whowvPRRx9FUFBQ/cByoU0utrVo0QJ33XWXoQmNpjozF9MSvjBw4MAG49fU1ODll19WXmNLwSte5VdeeUWFIFx00UXo3bu37trsrcVc8EpIg4Q2uGpNQfDq7e2NN95Abm4uTj/9dAwfPtzV7TdqPxHo8iXszDPPpOBtVPL+N5nvBe+FnwF9/uUamc3TgB+vpOB1jR57kQAJkIBLBJ577jlVHe2yyy5Dt27d6sf49ttv1c/1I0eOxKmnnmpobKOCd8eOHSqMQLyrDzzwgPIyWtqPP/6IzZs3Wwne3bt344svvlDNJQxDQhD0TFvLQw89hLCwsAZNzAXvjTfeiOTkZEP702tEwesyOqc7ajHjF1xwAQWv0/SOrw6+F7w3LgSSB7hGNXMD8P5YCl7X6LEXCZAACbhEQKqEyc/EcklMYlZFhGqfSfyqeHf14nftiUxHIQ2zZ8/G4sWL1UU4uRCnZytWrMCMGTOsBK98Js+M2lVXXYVOnTrpCl5P5Bam4DV6Eu61E+/uZ599BgmHoOB1j+Xx0Nu3greyBAiJlIAo11jW1QFVpUCodWoc1wZkLxIgARIgAUcEJETgpZdeUhfFtGwMv/zyC9avX++Ud1fmMerh1URr586dceWVV+ouUQupsAxpkOwK4qE1aldccQW6dOmiK3glBvjWW281OpRuu+NZ8D7zzDOqcp7lFwPzctP9+/fHeeedV89Gu0xo+cuA3pcgIxf9li5diqysLGzatAnV1dV2z8qex186yi8Wko5PvtBJuExkZKRKuScefqmUZx4Lbh7Dq13alKwmBw4cgMSIy4U7ufB44YUXGv5C6NaLxs4NCPhW8PIwSIAESIAEmiQBCR2QEAL5D7/8xK+JE1vZGWxt0qjgXbRoEebMmWO3eptkcJBMDpaCV8sNbC6wnYWuhTRQ8NqP4ZWsG5Ipw5K1+aVCy2fTp0/HypUr1UVE87Rwrma2kAuBmsm4IlR79eqlMnNY2oknnqibPkx+EZCKgXXiWAMQHR2txG5+fr76oicmuajlc83MBe+wYcPUniTzh/wdEeEt+5FYc7HU1FT8+9//dvY1ZHs3CFDwugGPXUmABEiguRIQL5548yR04f7778cLL7xgJXKMsDEqeLV0aDLfgw8+aBVjK3NpXmZLwavF/0obZwW5tgcKXsDIpTXzWGdzD+13332nhOWWLVus3hPJyyyp4SQ221YojKtecW3NzoQ0iEdX4sVF7IpgHTNmDE444QS1bvlM1irv1OjRoxu84uaCVx6EhIRA4sG1fLyS5UI8vjK+mKMwHiN/f9jGOAEKXuOs2JIESIAESMCMgPYfbM2bJd4u8Xo5Y0YFr7lA0POyalXWpJ1eWjItBlh+jr722mtV/LGeiaDRE10UvMYEr/CTLz+SEUM7WxGIb731Fm666SaIcBXRqz07fPgw3n77bYwdOxaTJk2y+eo0puA1F6LOiFJzwWsv9MKZd96Zv0tsa58ABS/fEBIgARIgAZcIPP300+qnWvFkicdXUlVJyipnzJn/+D/xxBP1PzGbF3gQkfXss8+qNdgSvCLApOiEFH4QYS5xuOaZHiTrhFyK27hxI+644w6rLVDwGhO8Au7zzz9XhTU0b/qaNWvw22+/QdLYSbiDfPnQUtoJ76lTp6ocvhJ2YMt8IXgl3lZyNhs1c8ErMcoSq6xnzrzzRudmO8cEKHgdM2ILEiABEiABHQLyM3VaWlr9E73sBubd5CddiYEsKChQac1EhGrFIuQCkAhQyfIg/5Sfki1jLrXiETKmVmlNLg1lZmaqsSZPnow///zTZqU1zdMo/cWLK/mCRaxLX6mUppmeV88dwSv7lktUMo/sXX4OF0Eo8aqDBg1S65A0aHLRSy/O1F9ePiMhDbJWibWWmGstJlcrRy1cpcqeZE4QISmCUjtTWxXqtL37QvBKKIO8l0bNXPDKFyr5JYKC1yg977ej4PU+Y85AAiRAAsclARGtkq1BvLwS1nDGGWfY3acmhIzAEOErIkjPRODKhTkRqSIS5edjTZjIT+cihm+++Wab02RnZ+P3339HXl6eEqEisGUcEThdu3bVzdPrjuA1um97ezbCzNttjApeEfWvvfYaxo0bh4kTJ1pl4nj33XeVsJe4WikKIUVFHIUO+ELwOhP3K+yNVlqjh9fbb6r++BS8vuHOWUmABEiABEigSREwKnhlU/JFqGPHjipUwVLgyZcNKQYioSNGxZ8vBK9U05OqekaNgtcoKd+0o+D1DXfOSgIkQAIkQAJNioAzgvfvv/9WF9QefvhhPPXUUyo+V8SvmBZaIpX6vvrqK/WZP3p4U1JScPXVVxs+Iwpew6h80pCC1yfYOSkJkAAJkAAJNC0CzgheLY2cxPG++eabOOWUUzBq1Kj6DYvAlawMkje5ZcuWuP322+3CcNXDKxkgJBPEWWedhSFDhhgC7oksDVOmTNHN72su7h2JfEOLZSPDBCh4DaNiQxIgARIgARJovgScEbyasOvTpw9E/Eru5KCgoAaCNykpSV3msxTDeoRdFbwiqKUgicR1i4e5Z8+eDg9QyxwhDSWuevz48Q3EcklJiSpXLBcNzSvy0cPrEK1PG1Dw+hQ/JycBEiABEiCBpkHAFcEbHByM9u3bQzJ4mJt4N0WESsnha665RsX7mpunMlvIBTq5yKilrNMEr6Snk4ppti5Gmlfnk3VJ/ma53CjjSeU2MamUJhXTNKPg9e/3mILXv8+HqyMBEiABEiABvyDgiuCVhWvZGsw3oeVUFtEr3l9JL2dunsxsIanzJIWepYmAlbltmVY+29bzSy65pIHHmILXL15Tm4ug4PXv8+HqSIAESIAESIAESIAE3CRAwesmQHYnARIgARIgARIgARLwbwJNRvD+9PwqZO0trKd5y3sT/ZssV+fXBOZ8ugU7VmWhtqbO7jonXJaK3mPa+vVeuDgSIAESIAESIAH7BJqE4K2qqMEHdyxosBMKXr7arhLIzSjBt08uN9T9yudGIzo+3FBbNiIBEiABEiABEvBPAoYE7w/PrsTh/cfqjMtWhp7WCSPO6eJwV19PWYb87FK3xepPL6xC1h56eB0CZwO7BFZO34MVv+9p0KbLwAQkd22BuDaRkC9X+VmlyDlYjMMHinH508fyRhpBW1JQof6uRMWFIaFDjJEubEMCJEACJEACJOBlAi4L3g69WuLsOwbaXV5FaTU+umchYPGrsSve2YLDZRDhHRwSiO7DkjDmwu5eRsPhj0cCn9y3CGVFlfVbi2kVjiueGe2xrS6dtgtrZu1D96FJOPm6Ph4blwORAAmQAAmQAAm4TsBlwRsWGYzrXh1nd+YDW3Lx2xvrrNq4Inhd3yJ7ksAxAm/fNK8BjnPuGoT2PeM9hkj7NYSC12NIORAJkAAJkAAJuE3AacHbrmc80rflqYkdCdfpb2/A3o1HVNtuQxKxc3W2oX5u74oDkIANAuaCV97JU67v6zFW8n7/+eEmNR4Fr8ewciASIAEfEygq3oLD2X8i89BUVFbmIDQ0EdHRPRAfPwodO1zj49V5dvpDh6Zh85Z7rAadNHGXZyfiaI1OwGnB23d8O2xakG5IuH56/yKUFpp+Ph5+Vuf62ElHQrnRKXDCZkPAXPD2O7E9xv27h8f2Pv+rNGxZlEHB6zGiHIgESMDXBMrLM7F4yRiby+jc6VZ06XKXr5fpsfmrq4tRULAKlZW5qKrKxY6dz6mxKXg9hthnAzkteCVu97f/M4Up/PftCQgMCtBdvLm3q+eINohtHQG5MCRGweuz8272E5sL3oGTO+KE87t5jIn52PTwegwrByIBEvABgdLS3Vi56gJUVxeo2RMTTkXfvm8gICAIZWX7cSTnb2RkfIdhQ6chMLBhlTQfLNdrU86d15WC12t0G3dgpwXvuXcNwrTX1qpVXvS/YUjoqH8TffHUnVg3e79qN/6Snig4Ulb/Z38UvMV55coDLSmrcjJKUFNVi/DoYETEhCK2VQR6jEhSN/k9kaIqJ70YO9dkY+uiTFSUViEoJFDd6u85sg3a92yJxBTnbvcf2l2AfRtzcGhPgcpkUV1VixYJEWiZHIVxl/RAVIswt98qGXfNn/uQm1mCotxy1NXWISQsCPHJUYhLjETfce2QkBKDwED9L0COFtAYeygvqcLH9/xTvxRPCt7a2jq8e/P8+rEpeB2dOJ+TAAn4M4FVqy9AQYHpv/W9e72E5OTzdJYrN9Jd+3e+P+/dfG0UvE3lpByv02nBO/ma3pj9yRY1cuqoZEy6spfuLO/fvgDVlTXq2c3vRagU6QAAIABJREFUTMC8L9OQtjRT/dme4JWYX4n9dWSeEM0i3L743xJHUzV43rF3S5x1u/3sFMt/3Y1VM/eqfnFJkbj0iZHq/+9ZfwQz3nW8t16jkzHxCn2u5osRT/uBrbmG1h8cGoQb3xhvqK3WSFJsyVlYpqRzNMhJV/VW4t2IeWMPC7/bjo1/HzQyvd02AyZ2wJiLrLOBSOqybx5fDvmS5I7JpU+5/EkjARIgAX8joAm9qKhuGDniT39bXqOth4K30VB7fSKnBa9UnpJYRbGWbaNwyZQRuos0/3lXxKlc5jFyaa2xBG/GjnwlPiV1mjN26g190XVwot0u5oJX0qjd+OaJ2LUmG399tBniCXRkp93YD10GJdhtJmnavnp0qaOhGjzvP7E9xl5kLGZVxO7UF1Yrb64zFhoRjKtfOAEisB2Zt/bgbcGr0u3dvdDR9hw+p+B1iIgNSIAEfECguHgrlq84U83cK/VZtG17sUurqK4uREbmT9i//2MVDxsR0RHxcSOQ1OYcxLUY4nDM/Qc+QU7OQuTnL0dgYBjCwpKQmvqsob5y0W7rlgdQVp6Ompoi1NXVWs0XE9MXw4f9ancdrgneOmzech8KCtagoiILoaGt0K3rfUhMPAMBAYEO980G3iHgtOAde3EPLJu2SyXoDwgIwPWvj1M/bVuapeCd/s4G7N1gythgzzsrIihtSSbKiquQl1WC8uIqVQjAsgSsux7e9277W4UtWFp0fBhS+rZGeFQwSgoqkZdZon7Gl/2K2Ytb1sYyF7zy2TUvjcUX/1usQg2UBQCt2kajfWq8EobZewuVF1V+cg8KDsS1L49FSLhtwShMvn9mZQMPo8RSSwYNiZcW0SkhCHvWH1YhGuY2+NQUjDrXFJNkz35/cz32b85p0ETGbt0hWnmthZ0Iv93rD6v1lxVVqbb9J7SHvCOOzJt7oOB1RJ/PSYAESMA2gQMHv8D27U+oeN2xY1YgJCTOJVwLFg6ujwG2HGDc2NV2x83I+AFb0x7SnTeh9Uno3/99m2vavv1JyB6sigBY9IiN6Ydhw6bZ3ZuzgrekdBc2b74bRUWmjD3mFh3dE/36vo3IyM4u8WQn9wg4LXhFLFWUVat4TrFR53XF4JNTrFZhKXjNf7p2RazOen8jdq09XD+PK2Nonf94az32bTom5kTAnXnrABX36gmzFLwS9ys/f4tYvPjh4W5PYZlL1h4LCSsR9pm7TBcPxK59ZSzCo0LsrsN8DonPHf+fnm6v23yAxtiD3oJ5ac2jx8jBSIAEjkMCK1edh8LC9UhKPENdVHPWsg/PwsaNt6huEvsrMcCa5eQuRFrawygvz1Ce2iFDfrAaXhOZ0rdb1weVh1SzxUvG1vcdPPhbJcrNrbR0D5YuO0l9ZJlZYffuV7Fn79tqPBHyRswZwautTcYdMXwGROBqtmzZyRAxLDbhxC3KY01rXAJOC14pJyyXoWa+t1GttOugBJx6Y78GqxZv6Ad3LFCfiYi87KlR+PX1tTiYZix/rx4CTwleWYOsRTMJy/jXPYMdCkBnjsVS8Erf+DaRuPChYbrecGfGlsti75hdjpKyuKfd1JC/5XiVZdUq5lTCFMQGn5KCUf+y7+U1F4YXPDAUSZ1jnVmm3baNtQe9RVDweuwYORAJkMBxSkAEowjH9u2vQM8ejzm1y7q6aixeMh4VFYeQnHw+evd60ap/eXk6Fi8xFa6yFKXSf958k1DUSwUmfZevOAPV1UVI7fk02rW7pMH4+/a9j527XkR8/AgMHvRNg2e1tVWY/3eqzbH1NuqM4K2Pe47sipEj/2ownPBYuuxk1NSUILXnU2jX7j9OcWVj9wk4L3jP7oKhp3fCFw8vQVGOKb7z6hfHIDL2WFqStX/tx5Kfd6pnkudU8p36i+B957/zUVd3LI7WHU+xLfx6gtdT85h7yp3JBCB7lr1rJh5b8dzaMnNh6MwlNCOvZGPtgYLXyGmwDQmQAAk0JPDPouGqwESnTjeja5djRRgkLnbFirOscA0Z/D3i4oaqz7dsvR+ZmVMdikpNHIowjIo85oDR+ickTEb/fu/pHo15bmBLUbxp853IyvodnTvfhi6d77Tq74yAlc5G2+fmLsbadVcgMDAc48et1U3VlpU9HZs23a7ieMeNXYvg4Gi+eo1IwGXBKxewdqzKUks94+b+6NS/df2yzb2xWuoyfxG8zvyU7uo5eEvw1lTX4sO7FtbHHotnXTzsRs187537t8bpN/c3JHhjWobj/AeGeCS9WWPugYLX6JvBdiRAAiRwjMCSpRNRVrYPHTpchR7dH61/UFKyU4k6zeRClpi54F22/FSUlOxwKHj/WTQClZVH0LvXC0hOvqB+TK2/CG0R3LbMlhDdtftV7N37tsob3K/f240meGVOmTsmpjeGD/tdd9n5+auweo3pAqBlyAPfP+8TcFnwyqWon15YpVbYoXdLnH00VZdUVpMKa2Jtu8epcAExfxS8RtN/OXsMloI3oUMMLnp4mLPDWLVfP+8AFv1g+heJmLNeY2fEvmWcs8wn4SkDJnVQHntXrTH3oLdGhjS4enLsRwIk0FwIbNp8O7KypiM2diCGDTV5ay2trq4G8+abLiibC975f/dGba0pfM5edTIRfiIAO6XchK5d76sfXuvft88bSEo6wyZye55X7VnHjteiRYshCA1ppYpkZB6SC2p16NFjCjq0v9LQcRr18Eo5YilLbNQGDfwCLVueYLQ523mAgMuCVzx17936t1qC5BKVFEtiezYcwYx3TLlmzWNF/VHwauEWHuDYYAhLwduxTyucddsAt6dZ9OMOrJ97oH4cZwXvu7fMb5Dtwl5/iff98blVKMk3/YvL3OSLQuroZLTt5vzN3cbcgx5wCl63X0MOQAIkcJwT0OJgg4Ii1c/zAQHW+cJtCV4tHMKR4F2x8iwUFW1RYldEr2Zaf4n9lRhgW2ZPiK7fcD2OHJmn27Vb1/uRknKj4RM0KnjTtj2K9PRvEBbWBnFxjlOudep0K6KjHGc0MrxQNnRIwGXBKyNbZmKQz5b9uhurjxZdOP2//dF5gCnUwR8Er2QskIIYmhnJd+uQoE4DS8HbfVgSTr62jytDNegz9/Ot9cU75IGzgleqjEnqM80c9ZccvJI/Wbz5eibZLc6/f4hTF/4aew+W66bgdfs15AAkQALHOYG8/OVYs8Z0qWrQoC/RMn601Y5tCV65UFZcbMrVb8/De0zYNgxp0Pp36XI3OncyZXrQM3tCVHLurt9wLSSuVsoe19ZWIia6N+LjR6JbtwedOj2jgnf3ntexZ8+bipUwo/kfAY8LXknIL/lZY1tH4PKnR9Xv2B8Er6QG+/yhY5XVPJ19QNuspeC1V5HOmVfCsiqZI8FqOfY3jy9D3qFSw4JXayhZNzYtSK+/iKi35kEnd8TwMzs7LDjhqz1oa6bgdeaNY1sSIIHmSkATepI4ftJE0yV0c7MleMWzKh5WsXFjVyEkJN6BYJWxj5Un1vqLUJ1w4lbdvnv3voNdu19BeHgyThhtCqE0N6Mi1cjZGh2rpqYUfy8wZUwaMOAjtG41wcjwbNOIBDwueDVB0WN4EiZfc8yr6Q+CV7yb4uXU7Ny7B6FdD/2/jO6cgbcEr6SC273O9VzEIvbNy+E6K5jlkuLmfzKQvs2UXs7SLL/k6LXx9R4oeN15s9mXBEiguRAwD02wzKQgDGwJXomRNV0824k2bc5Bn96vWiGzl5ZM+s+d1031cZSWrHu3/0HidP1B8MoaNHEcHt4eJ4w+9muy5fok9ZpemEhzebd8tU+3BK+5eNGyMWiCQnLOJqbE1O/LHwSvLMZc8Ey4PBW9T2jrcfbeEryS6k1SvmnmrGCV/L2SA9fV/uagpPKdCOA5n25pwE8utl3y2AhVMU7PfL0HCl6Pv+4ckARI4DglICWBd+x8tn53gYEhCA6OVSnLzM380pr2eXr6t0jb9oj6Y2xsfxXbWlS0EZJSTEzKBA8e9LVu1THpu237FFUOWApLtG49SV2EKynZXt9/1Mg5NiuWyWU6EeSWJmNJ+rSE1ierDBSWJsUwJPOECHLJ8yv/27nrBdVMQiGCg2MQHpas/hkamoCIiA4Nhigt3a2yWGh7FM91dHQq6uqq1BcAzYYO/QktYgcdp2+N/27LLcG75q99WPqzqXKIltdVExSWJXj9UfBKtgG5uOZp85bg3bIoA/O/MsVGiTkreJ3J0mCUybblh1TmCPPY4PGX9ETf8fo5fn29BwpeoyfLdiRAAiQAZGfPxMZNt9pEERraWgnXqCiTV9bcFi0erQSkno05YYkSvbbsyJE5WL9B/3KZxOLKnLZMYmklptaejR41HxERHRs02bDhRhw+MsfQscfHjcDgwQ0LW0jHqqo8pKU9Aqk2Z8v0POaGJmUjtwi4JXjlEtiHdy5EbW0dpGLZxMt71acqsxRj/ih4AwICcPO7no+z8ZbgRR3w8b3HLp5JyIiEjhg1c7GX0reVKqfsKTMfOzg0CDe+MV5/aB/vgYLXUyfOcUiABEjAvwjk5S3HuvVXIjg4Dj17TEFi4ulWCxRBu3nznaipKcOggZ+hZcux/rUJrsZrBNwSvLKqH55ZicMHiiDiccTZnVWWBrGmIHj11ukJ0l4TvIAKIRCvqliXQQmQTBNGzLKc75iLumPAxIY/xxgZx1YbS+/xjW+eiOAQ/bAGX+6hsQSvM2fjDnf29Q8Ca7LW4MF/HsQ1/a7Bv3v+2z8WxVWQQDMjsHzF6Sgu3oaBAz9Fq5amVKl6lpb2MNIzvlNV5OwVt2hm+I777boteBd8u03d4BeLiAlFWVGlXwveX19bi4Nml66ueHY0pJKYJ82bgjd7byF+fN5U8CMwMEDFy0p6MEe2ZXEG5n9pCocICQvCVc+fgNAI69yKjsYxInglfvemN080v3jboJsv99BYgje5WxzOu9dUdIXmnwRumXsLFh5caGhxG6/caLfdnfPvxNz9cxEfHo+FFxsb09DEbEQCJGCYgNGMClrIQ6dOt6Brl7sNj8+GTZuA24I3P7sUX09Z1oBC96FJOPm6hnln/SWkQcICfnxhFUR0aSbi5PT/9jOUT7asqAoRMSF2T92bglcmdubyWXVVLX57fS0ydxXUr/nK50YjOt62yM/PKkV0fJjDFGPagOZFSOSzPmPb4sRLU+0y8vYejAjzgZM74oTzrePOXP0rbenl9lZhE1fXx34NCWiCNzI4EtGh9mvaz71wrl18a7PX4v6F9+OuIXfh9M7WP6OSPQmQgPcJaIJ33NjVCAnRL4wkZY9XrDwXtbXlGDliFqKiunt/YZzBLwi4LXhlF5YFDcZe1AP9JzYsP+uW4K0DZr7vXkouc9qFR8rw5SNLGxyAeDsvfWIkImNDdQ9G0oEd2JqL8MgQjDini08F74rf92Dl9D31a+jUrzXGXdJD11P97RPLkZtZ0mC9ji67pW/Pw4x3NqLr4ATI2PLzvC07vL8I4uU3L04hnk35EmHPvL0HXwjeb59cjtyMY6wlpENCO2j+SUATvJf1ugwPDH/APxfJVZEACRgmoFVvk7jcPr1fQWhoqwZ9JdODXKSrqspXZX2lvC+t+RDwiOBdNX0vlv9uit0NCgnEDa+PR2DQsUTS8rkRwbvx74NY+N12t+k7EnQygcTByk/84p10xoae1snnglfWW1Vegw/utJ3nT29P3YYkYvK1fVQohD0TwTvt1bXOYKlve/1r4wyHSnhzD74QvJKq7ZdX1+CQmTfdHkQj76lLh8BOhghQ8BrCxEYk0KQImBe+0Fu4pCZr0+ZcSOliWvMi4BHBK55PqaAllty1Bc67z7qOtL8JXllr9r4i/PjcSqdO3F8EryzaPH7a0SbkC8h/35pgM67WvL+rgrfr4EScekNfR0tp8Nxbe/CF4JU5SwsrIXHill51vfVQ8Dr1qni8MQWvx5FyQBLwCwIZGd8jJ2cBcnIXoba2DAEBoSpnb1RUV3Tv9pDKCUxrfgQMCd7mgOXIgWIVJiAxyRLDWlcHRESHILJFqCqT3GdMWyR3jUNIeJDf4chJL8autYeRuTNfxerWVtehRWIEWiZHYezF3e3G69rbjIg3Eb87V2WjKKcchTllqK6sVUUlQiOCVPiHlE3u1L+12xf/vLUHXx2WXN7cvjJLXegsL65SvySERQYr73dKn1Zo3SEaPYbzX7q+Oh+Z113B2+9z6wwp49qPw9uT3na4rdq6Wgz8YiDq5FKBA9MuzP2681c8svgRSDzxE0ufaHDhbt5F85BTloMLf7+wfrSOMR0x9eypCA8+Fq9fWFmI51c8j993/W5z1g8mf4BRbY+VhXe0Pj4nARIggaZAgIK3KZwS10gCJOBxAu4K3o1HNiK/PB97C/diwcEFWJ65HEYF70srX8IXW0zxgyd3OhmnpJyCjJIMvLLqFfWZjHNRz4vQIaYDurQw3RnQBO+FPS7Ej9t/RL/W/bAlZwtq6mpwTd9rsOrQKgQGBiI4IBhrstdARPXDIx9ukCZNPjvjlzNwsOigGnNE8gjEhsZi5aGVyK/IV5+JQP7l7F/QPqbhPQyPHwAHJAESIIFGJEDB24iwORUJkID/EHBX8Jrv5P0N7+OttW8ZErz7Cvfh7GlnK0H68viXcUqnU+qHkjFkrJbhLTHnwjkICTyWEUYTvNL43qH34so+V+LPvX/i3gX3IjAgUI2neYO/3PIlXlz5Isa2H4t3Jr3TAPq3ad+iqrYKEztMrBe11bXVkD6vrX5NeZ0v7nkxHhlpKgtLIwESIIHjgQAF7/FwitwDCZCA0wSM5uF9dOSjyttqz5wRvI8segS/7vpVCVYRrpZ23V/XKW+xZI6QDBKaaYLXUsTePu92zD8wH7cMvAU3Dbipvr2EXIQFhWHVZaa83UZsddZqXDXrKiW011y+xkgXtiEBEiCBJkGAgrdJHBMXSQIk4GkCvhK8Dyx8ADP2zFDiVESqpd0691YVIqF5cS0Fr6X3dcqSKfhlxy94YdwLDXIAi+ANQAA2XLnBMLpDJYcw+afJqr2jYhuGB2VDEiABEvADAhS8fnAIXAIJkEDjE/BVSMPW3K246PeLVBjCV6d/pWJxNft5x894bMljkGIYcjnNvCCG5uG9ddCtuLH/jfV9nlz6pIrp/fzUzzE46Vh1P+1SnZ5w3V2wG4vTF6vqcAUVBThcdhiVNZWoqKlQoREUvI3/PnJGEiAB7xKg4PUuX45OAiTgpwR8JXgFx30L7sOsvbNUyIF4bCelTEJ2aTbuX3C/iqF9cPiDuLTXpQ3IaYL3zsF34tp+11oL3tM+x+BEx4JXLqhd8+c1Dk+FHl6HiNiABEigCRGg4G1Ch8WlkgAJeI6ALwWv7OK/c/6LRemLEBQQpERudEg0zu9xPi7ocQEkpZiluSt4M4ozcNa0s5Qnd1ibYXj6hKfRNrptg2mkzSlTTZfoKHg9965xJBIgAd8ToOD1/RlwBSRAAj4g4EvBKwK3/+f9ERcWh/cnv4/erXo7JOCu4P1k0ycqC4PY0v8sVQLb0iTN2cV/XEzB6/A02IAESKCpEaDgbWonxvWSAAl4hIAvBe/MPTNx/8L78cyYZ3B217MN7cddwfvUsqfww7Yf7IrZzzd/jpdXvUzBa+hE2IgESKApEaDgbUqnxbWSAAl4jIAvBe/Ty57G99u+x5h2YyAxuT1b9nS4L3cFr2SGkAwRYhLOcE63c+rnlLheuSx3oOhA/WcMaXB4JGxAAiTQhAhQ8Dahw+JSSYAEPEfAHcErZXy35W1DcWWxqpD2z8F/sOLQCqTEpuC87uehTVQbFTIg1cq0SmnmK99weAMundHwUpo8l3je2LBY3ND/Bpzf/XxEBEfUd3NX8ErsrhS8SC9OV2NKdgiJ5c0tz8W0ndPUZ1KxTUIfxCh4PfeucSQSIAHfE6Dg9f0ZcAUkQAI+IOCO4JVYWE0Y2lt6YmSiSi9mbmuz10LCC3bk7VBZGpKjk1UaMrGSqhJILlxJDybWPb47fj77Z/X/3RW82hqKKotw05ybIKnJpAyxrPH5sc+ruZQQ/tyUJo2C1wcvJackARLwGgEKXq+h5cAkQAIkYE1g8JeDVWnfV8a/gsmdJqviEOZWU1eDkd+MRHl1OYUnXyASIAES8BABCl4PgeQwJEACJOCIgOTanfTjJESFRGHZf5bZbP7e+vfw9rq3KXgdAeVzEiABEjBIgILXICg2IwESIAF3CWzP247zfzsfnVt0xm/n/mZzuIf+eQh/7P6Dgtdd4OxPAiRAAkcJUPDyVSABEiCBRiJwpOwIJvwwAaFBoVh92Wqbsw79amh9HC9jaRvpcDgNCZDAcU2Agve4Pl5ujgRIwN8IDPhiAGrratWFtcFJg5W3NyQwBIWVhZixe0a90O0Q0wGfnPKJyvhAIwEScJ7A1tRe9Z16pW21OYDWzl4b52dv2OPgbbehaPYc9aEn5in45RdkPPQ/hHXrhi5//G53edrcQS1boseSxe5upcn2p+BtskfHhZMACTRFAgsOLlA5byW1mS2THLn3DL0H8WHxTXGLXDMJ+AWBBoJ36xYgoOEFUW2RjSN4b0fR7Nk+ErymuYMTE9F94QK/OBtfLIKC1xfUOScJkAAJkAAJkIBXCZgL3ogBA9Dp++9052sMwevpjTrj4fX03E11PArepnpyXDcJkAAJkAAJkIBNApqQDU1JQeW+fUj54nNEDh9u1Z6Ct3m8RBS8zeOcuUsSIAESIAESaFYENCHbeepP2HP+BWrvevGzFLzN47Wg4G0e58xdkgAJkAAJkECzIqAJWfHs7rviSsOCt2DaNGQ8+JBqn7ppIwKCg21y00ILglu1QvfFixq0K1u/Hnsv/rdVX2curR168kmULFmK6qwshLRrh+gTxyPx3ntROH060u+51+alNfNwDm0B0rfDe+8Zegdq8vOR9cyzKN+6FRV79iAwPByRw4YheuxYxJ51FoJiYwyN40+NKHj96TS4FhIgARIgARIgAY8Q0ERfh/feRdbzL6By7150nTkDoZ07Nxjf0sNbW16OHWPGora4GO3ffgsxkybZXI8I6dIVK9DqmmuQeP99HhW8h994A0feeddq7rbPPasuoO2/9jqPC96awkJkPfMMCmfMRF1Vle6+m2q2Bwpej/y14iAkQAIkQAIkQAL+REATsm2ffx6xZ5yOXZNPRvWRI+g6ezZCko+l+9MLaShbvwF7L75YeXe7/7MQQfHWGVOOvP0ODr/5JiIGDkSn7761u/Uj776Lw//3hmpjxMO7tXcfoLYWUSNHou0LzyM4KUn1rauuRtqAgUBNjfqzkbRk2txGPbx5X3+DvG+/QYd330VIhw71+8r5+GNkv/wKUFeH+EsuQZvHpvjTcTtcCwWvQ0RsQAIkQAIkQAIk0NQIaEI2+ZmnEXf++cj97HNkPf88Wl5xBZL+ZwpZELMVw7v7zLNQsXMnkh7+H1pefrnV9nedfAoq9+9H8lNPIe5CU4ywLXNa8B7NIdxz3VoVTmBuOZ98guwXX/Ka4BWhjcBA3a1kPvoo8n/8CaEdO6LrX382qVeCgrdJHRcXSwIkQAIkQAIkYIRAveA1E6R64taW4K3JzcX20Seoqdy97OaM4C1esBAHbrxR5Q3uJfmDdSz9zrtQOGuWVzy89thWZR7CzgkTVJPUDesREBpq5Cj8og0Fr18cAxdBAiRAAiRAAiTgSQJ6gnfb4CGoLS1Fz9WrEBgVpaazl6XB1rO68nKkDRxkUwxb7sMZwZvzkYQOvIyQtm3Rbd5cXSQSSiEhFd4IabB3BhISIvHNSvCuX4eAsDBPHplXx6Lg9SpeDk4CJEACJEACJOALAnqCtzo7GztPmoygFi3Qbe4c5aG0J3h3jD9RZUjo8O47iD7q2ZS97L/mWpQsWYLEe+5Bq+uvc7g9ZwTvoaeegsTRRo4YgZTPP9MdO//nn5H5v4e9InjlEp7E6pZt2GB3XxS8Do+dDUiABEiABEiABEjAuwT0BK/MmDllCvJ/+BHJTz6BuIsusit4s199DTkffICYyZPR/k3TpbOqQ4ewc+IkFXLQ/e/5CE5IcLgRZwSveHfFy2uvOpysX/bhaQ9v/k9T1bgqjjcoSK2hxRmnqy8IQa1bo7aoGAdvu40eXocnzgYkQAIkQAIkQAIk0AgEbAleuWgmF87UxauZM7C1T1+1Gr04XdX2lFNN2RoWL0JQbKwSoyJKxeMrnl8j5ozgzfngQ2S/+qrKkNBt9l+6w4sIFzHuacGb1n8A6ior1ZziAZfcv+ZWlZ6OnZNOouA1cuhsQwIkQAIkQAIkQALeJmBL8Mq82rOwnj1RsW2bTcErDwqm/YqMBx9UhRck44OIZbHUzZsQEBRkaBvOCF5Hl+XE+7pjwkQVauFpwatxkXRoHT/71GpvuZ9+iqwXXqTgNXTqbEQCJEACJEACJEACXiZgT/BKFgTJhmButvLjSiGKbXJBLTAQiXfdhexXXrErkPW25YzgNRfkqevWIsAiLZlW3U3aeUvwhnXtii7T/2iwlerDh7Hn3H+hOieHgtfL7y6HJwESIAESIAESIAFDBOwJXhlg36WXoXT16vqx7BWEqC/VGxCgCi84KjYhorDqYDqqMjNU3GvBH3+gdPlyNZdcdAuMiUZIm2T1z8ghQ6z2I3l2Jd+umHiRw/v1Q2BkJMq3bEFtURES77tP5RTWE7wyd0VaGmqKihrMHZqSgrgLLkBI22QERkXrzi0X+qoOHlTzRvTvj/BevVTFtdJ161C5ezdaXXet+qJQsWMHszQYegvZiARIgARIgARIgAS8SMCR4K3Pd3t0DfYEr1aEQltu8tNPI+6C822uXrzAOR9+ZGh3uvPW1SlPssQLW1q7119DzEknIa1vP13B687cImQPXH+DuphnaQm3347WN/8XmVMeQ/4PP1DwGjpdNiIBEiABEiABEiABEiCBRiLAPLyNBJrTkACEWWDHAAAA90lEQVQJkAAJkAAJkAAJ+IYABa9vuHNWEiABEiABEiABEiCBRiJAwdtIoDkNCZAACZAACZAACZCAbwhQ8PqGO2clARIgARIgARIgARJoJAIUvI0EmtOQAAmQAAmQAAmQAAn4hgAFr2+4c1YSIAESIAESIAESIIFGIkDB20igOQ0JkAAJkAAJkAAJkIBvCFDw+oY7ZyUBEiABEiABEiABEmgkAhS8jQSa05AACZAACZAACZAACfiGAAWvb7hzVhIgARIgARIgARIggUYiQMHbSKA5DQmQAAmQAAmQAAmQgG8IUPD6hjtnJQESIAESIAESIAESaCQC/w8An0OXzNU/KgAAAABJRU5ErkJggg==" height="420" width="700" x="0" y="0"/>
AmazonAMDQualcommMicrosoftRBCGoogleCeridianCienaVideriIBMAnswer6 (21.43%)3 (10.71%)2 (7.14%)2 (7.14%)2 (7.14%)1 (3.57%)1 (3.57%)1 (3.57%)1 (3.57%)1 (3.57%)Number of StudentsTOP 10 Full-Time Employers

When did you start and finish your Full-Time Job Search?¶

For everyone who indicated a start time, but didn't indicate an end time, I imputed an end time with the date of the survey's publification (June 1st).

The earliest result for this survey was collected on Insert Data Here

/var/folders/hv/z6wk7_j97072mmsbgjrxq62h0000gn/T/ipykernel_85724/1278037356.py:1: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy

May 2022Jul 2022Sep 2022Nov 2022Jan 2023Mar 2023May 2023Jul 2023Sep 2023ECE2T2 Student

Props to all of y'all who wrapped up your job search. Also giving flowers to those who are working hard to find a job in the present.

To the person who claims to have ended their job search in Sep 2023, either you are one cocky engineer, or you were offered a job but still want to look for other options until the said date.

Are you returning to companies you have previously worked at?¶

noyesAnswer24 (44.44%)11 (20.37%)Number of StudentsAre you returning to the company where you did your PEY?Are you returning to the company where you did your PEY? ▲

What are the reasons you chose your Full-Time Job?¶

0510152025OtherCompany CultureTo be Near a Significant OtherOther Location-Based ReasonLack of Other OpportunitiesTo be Near FriendsTo Be Near FamilyRemote Work FlexibilityImpactful WorkCompany Culture BenefitsIndustry that I Want to be Working InDid not specifyCareer Growth OpportunitiesCompensationcount

After-Grad Life: Financial Situation¶

How much debt are you graduating with? How much of your tuition did you pay on your own (%) ? Did you receive OSAP at least once? Did you receive UTAPS at least once? Would you consider donating to UofT in the future?

How much debt are you graduating with?¶

05101520010k20k30k40k50kcountHow much debt are you graduating with?

How much of your tuition did you pay on your own (%) ?¶

Unique values [  0.    6.   12.5  15.   20.   30.   33.   35.   40.   50.   53.   60.
  70.   80.   90.  100.    nan]
Number of NA Values: 16
02040608010012002468101214How much of your tuition did you pay on your own (%) ?count

Other Financial Profiles¶

yesnoDid not specifyAnswer27 (50.0%)20 (37.04%)7 (12.96%)Number of StudentsDid you receive OSAP at least once?Did you receive OSAP at least once?▲

After-Grad Life: Miscellnaneous¶

What will you do after an ECE-related career, apart from retirement?¶

BusinessMaybe Project Manager/OwnerOwn a cafeLearn languagesTravel, Learn new skills, Live somewhere newPlay gamesI don't really want to retireManagement, TeachingRun a bed and breakfastContent CreationCatch up on sleepProject ManagementMake money, travel, chillTBDMore school!!MusicCharity workGo into animation, VFX design, who knowsStarting a small business!Invest in housing, stocks, businesses, etc.Stream :)Travel, work as an usher at sporting eventsProfessional Jazz MusicianDJRealtorStartupTeaching/ResearchTeachingTeachLocal politicsOpen a climbing gym and cafeAnswer1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)1 (1.85%)Number of Students

Are you planning to do Grad Trip?¶

Unique values ['no' 'yes' nan]
Number of NA Values: 2
yesnoDid not specifyAnswer37 (68.52%)15 (27.78%)2 (3.7%)Number of Students

Post-Grad Contentness, Out of 5¶

Unique values [ 1.  2.  3.  4.  5. nan]
Number of NA Values: 9
1.02.03.04.05.005101520count

Habits and Preferences¶

How many hours a week do you spend with your parents (online/digitally)?¶

0.00.51.02.03.04.05.010.012.0024681012141618hourscountAverage: 1.59 hoursa weekSample Size: 48

How many hours a week do you spend with your parents (in-person)?¶

0.01.02.04.05.010.015.021.024.025.042.048.056.0110.0130.0133.00510152025hourscountAverage: 13.98 hoursa weekSample Size: 47

How often do you exercise?¶

Multiple times a week46.3%Once a week14.8%Did not say13%Almost never9.26%A few times a month9.26%A few times a year7.41%

What types of physical activity do you do?¶

gymwalkingrunningweightliftingbikingrock climbingvolleyballhockeyswimmingclimbingruntennisworkoutultimateultimate frisbeesportswalking with julien zhuwater polostrength trainingbadmintonspeed walkingsometimes jogging if weather is niceskiingrowinghome exercisesdancingdancecyclingcardiobjjskatingAnswer13 (16.67%)6 (7.69%)6 (7.69%)5 (6.41%)5 (6.41%)5 (6.41%)4 (5.13%)3 (3.85%)3 (3.85%)3 (3.85%)2 (2.56%)2 (2.56%)2 (2.56%)2 (2.56%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)1 (1.28%)Number of StudentsPhysicalActivities(Sample Size:40)

How often do you cook for yourself?¶

Unique values ['A few times a month' 'A few times a year' 'Almost never' 'Daily'
 'Multiple times a week' 'Once a week' nan]
Number of NA Values: 7
Multiple times a week42.6%Almost never14.8%Once a week13%Not sure13%Daily7.41%A few times a month5.56%A few times a year3.7%

Where do you get groceries from?¶

Unique values ['Citymarket, shoppers, rabbas' 'Costco' 'Did not say' 'Freshco'
 'Freshco ' 'Freshco, Loblaws'
 "Freshco, Loblaws, T&T, kai wei supermarket, sobey's, PAT"
 'Hua Sheng, City Market' 'Independent City Market, Metro, Farmboy'
 'Independent supermarket' 'Instacart, Lucky Moose' 'Loblaws'
 'Loblaws Frescho' 'Loblaws, Food Basics, Iqbal, Galleria'
 'Loblaws, Independent, Shoppers' 'Loblaws, Metro'
 'Loblaws, Metro, Farmboy, Hmart' 'Lucky Moose, Metro' 'Metro'
 'Metro, Dollarama' 'Metro, Loblaws, Farm Boy'
 "Metro, Loblaws, Shopper's Drug Mart" 'Metro, T&T' 'Mom 🙏' 'No Frills'
 "No frills because it's close " 'No frills, Freshco'
 'NoFrills, Metro, Rexall, al premium ' 'Nofrills, freshco' 'Sobey, T&T'
 'Uber' 'Wallmart' 'Walmart, Nofrills' 'Walmart, T&T' 'loblaws'
 'local mart']
Number of NA Values: 0
array(['City Market', 'Citymarket', 'Costco', 'Did not say', 'Dollarama',
       'Farm Boy', 'Farmboy', 'Food Basics', 'Freshco', 'Galleria',
       'Hmart', 'Hua Sheng', 'Independent', 'Independent City Market',
       'Independent supermarket', 'Instacart', 'Iqbal', 'Loblaws',
       'Loblaws Frescho', 'Lucky Moose', 'Metro', 'Mom 🙏', 'No Frills',
       'No frills', "No frills because it's close", 'NoFrills',
       'Nofrills', 'PAT', 'Rexall', "Shopper's Drug Mart", 'Shoppers',
       'Sobey', 'T&T', 'Uber', 'Wallmart', 'Walmart', 'al premium',
       'freshco', 'kai wei supermarket', 'loblaws', 'local mart',
       'rabbas', 'shoppers', "sobey's"], dtype=object)
Unique values ['Bahen Food Truck ' 'Blue food truck, Jerk King' 'Brown Truck'
 'Fat Bastard Burrito' 'Food Trucks, Subway, Fat Bastards, Veda'
 'Food Trucks, Veda Cafe' 'Hard Hat Cafe!'
 'Hard Hat Cafe, Yellow truck before COVID, hotdog place' 'Hart House'
 "Kee's Fine Foods, Veda" 'Kinton Ramen' 'Med Sci building cafeteria '
 'Med sci building ' 'Myungrang' 'Nowhere, overpriced food everywhere '
 'Pink Truck ' 'Pink food truck' 'Pit, subway' 'SS cafe' 'Second Cup'
 'Subway' 'The PIT' 'UT Sushi but it closed 😭😭, Subway - 12 in tuna'
 'Veda' 'Veda ' 'Veda Cafe' 'Veda is the most decent' 'Veda, Food trucks '
 'Veda, Second cup' 'Veda, The Saj (before it closed down 😢)'
 'Veda, green shawarma food truck, white Chinese food truck' 'hardhat '
 'mothers dumplings' 'pit?' nan]
Number of NA Values: 17
Unique values ['Made a workbook/excel spreadsheet' 'No, did not budget'
 'Set aside estimated funds' nan]
Number of NA Values: 6
Unique values ['BJJ, chilling with homies' 'Climbing, skiing' 'Coding, Video games'
 'Dumb Stuff' 'Eating delicious food' 'Eating out with friends' 'Friends'
 'Friends ' 'Friends 😁' 'Friends, Sports, Video Games, Board Games'
 'Friends, good food, the sun, plants, animals' 'Gaming' 'Girlfriend :)'
 'Hanging out with friends and small acts of kindness:)'
 'Hanging out with friends, reading, watching TV' 'Hanging with friends'
 'Hobbies' 'Learning and actually understanding' 'Lego'
 'Listening to music ' 'Lots of things' 'People' 'Piano. Intricate Things'
 'Playing piano, building shit' 'Reading' 'Running' 'Sleep and laughter '
 'Spending time with friends and family' 'Spending time with my friends'
 'Video games' 'Walking around' 'Watching movies'
 'Watching shows with people and discussing it, hiking, hanging out in general'
 'hanging out with friends, finishing my labs' 'i wish i knew'
 'seeing my friends' 'video games' 'watching TV, hanging out with friends'
 nan]
Number of NA Values: 15
Unique values ['BJJ, cooking' 'Climbing' 'Cooking' 'Creative events' 'Dancing'
 'Eating at new places, working out, hanging with friends' 'Gaming'
 'Gardening' 'Guitar, Ukulele ' 'Gym, running, alcoholism' 'Knitting, art'
 'Knitting, running, drawing' 'Lego, pickleball, ping pong '
 'Loool nothing, I like studying ' 'Muay Thai' 'None '
 'Piano, Music, SSBU' 'Piano, weight lifting, guitar' 'Reading' 'Reading '
 'Reading theology, jogging, going to workout' 'Rock Climbing'
 'Rock climbing, volleyball, singing, listening to music' 'Running, DJing'
 'Scrapbooking, board games, video making' 'Sim Racing, Climbing, Gymming'
 'Skiing, motorcycling, gym, travel ' 'Streaming'
 'Swimming, going to the gym, journaling, walking' 'Tiktok'
 'Ultimate Frisbee' 'Volleyball' 'Weight lifting, hiking'
 'Yoga, Coding, Photography, Reading, Rock climbing, Hiking, Running'
 'climbing, dancing, tennis' 'crocheting' 'gym, volleyball'
 'painting, music' 'pc games' 'working out, going out dancing, baking' nan]
Number of NA Values: 14
Unique values ['1-2 times per month' '1-2 times per term' '1-2 times per week' 'Never'
 nan]
Number of NA Values: 8
Unique values ['no' 'yes' nan]
Number of NA Values: 7
Unique values [ 0.  1.  2.  3.  4.  5.  7.  8. 10. nan]
Number of NA Values: 10
Unique values ['Ambassador ' 'Cloud Club' 'EWB, Skule Nite' 'EWB, UTCV' 'HPVDT, BnG'
 'ICPC' 'IEEE' 'IEEE UofT and RSX ' 'Orientation Committee'
 'Skule Combo, Skule Stage Band, Hart House Jazz Band, CloudClub, UTAT, UTHT'
 'Spark' 'Spark , ieeee , blue crew ' 'TBog'
 'Toastmasters, Neurotech U of T' 'UTAT' 'UTAT Space Systems, NSBE'
 'UTAT, Iron Dragons, UTRA, CloudClub' 'UTAT, SEA, Spark' 'UTAT, UTFR'
 'UTAT,MYD Volunteers' 'UTFR'
 'UTMIST, UTRA, Project Include, MSA, UTSM, DEEP' 'UTMIST, VEEP, WISE'
 'UTRA' 'UTRA, ECE club, EngSoc' 'UofTAI, UTAT' 'blue sky solar racing'
 'no' nan]
Number of NA Values: 20
Unique values ['Badminton ' 'Basketball' 'Basketball, Volleyball' 'Hockey'
 'Intertube Waterpolo' 'None' 'Soccer' 'Soccer, Lacrosse'
 'Tennis, Volleyball, Ultimate, Basketball' 'Ultimate'
 'Ultimate, Basketball' 'Ultimate, Dodgeball' 'Volleyball'
 'Volleyball, Ultimate, Field Hockey' nan]
Number of NA Values: 18
Unique values ['1-2 terms' 'Every other term' 'Never' 'Once every term' nan]
Number of NA Values: 9
Unique values ['Climbing' 'Climbing, Bjj' 'Dance, Rock Climbing' 'Escape rooms' 'Hiking'
 'Jazz performance, Camping, Hiking, Climbing, Running, Skiing, Skating'
 'None' 'Rick climbing' 'Rock Climbing' 'Rock Climbing, Board Games'
 'Rock climbing' 'Rock climbing ' 'Rock climbing, jazz performance, dance'
 'Rock climbing, music' 'Rock climbing, pottery' 'Running' 'Skiing'
 'Soccer' 'Worked as a lifeguard' 'dance' 'rock climbing, figure skating'
 'stuff' nan]
Number of NA Values: 32
Unique values ['0 Never' '1-4' '5-8' '9' nan]
Number of NA Values: 10

Substance Control¶

What drugs are ECE2T2s on??????!!!!!!!!!

array([nan, 'Cannabis', 'Cannabis, Tobacco', 'Alcohol', 'Weed, Alcohol',
       'Weed', 'Cannabis, Tobacco, Alcohol', 'cannabis, tobacco, alcohol',
       'Marijuana, alcohol', 'Alcohol, Cannabis, Tobacco',
       'weed, alcohol', 'Alcohol, Cannabis'], dtype=object)
Did not specify52.9%Cannabis25%Alcohol14.7%Tobacco7.35%

Top 5 Questions You Did Not Want to Answer¶

If you are doing grad school, wherewill you study?If yes, where did you do yourexchange?How many sexual partners have youhadIf you responded no, which programwould you have chosen instead?1. Share a story, happy or sad, fromyour time in ECEQuestion5352514239No Response98.15%96.3%94.44%77.78%72.22%Percentage of Non-Responses